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focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-[3px] aria-invalid:ring-destructive/20 dark:aria-invalid:border-destructive/50 dark:aria-invalid:ring-destructive/40 [&amp;_svg]:pointer-events-none [&amp;_svg]:shrink-0 [&amp;_svg:not([class*=&#x27;size-&#x27;])]:size-4 hover:bg-muted hover:text-foreground aria-expanded:bg-muted aria-expanded:text-foreground dark:hover:bg-muted/50 size-10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-menu size-5" aria-hidden="true"><path d="M4 5h16"></path><path d="M4 12h16"></path><path d="M4 19h16"></path></svg></button></div></div></nav><div class="col-2 md:pt-12"><h1 class="mt-12 max-w-200 text-[1.5rem] leading-normal font-normal md:mt-30">Open-source search infrastructure for AI</h1><h2 class="text-md md:text-md mt-5 mb-10 max-w-200 leading-normal text-balance antialiased md:mb-10">Fast, serverless, and scalable infrastructure supporting vector, full-text, regex, and metadata search. Built on object storage and trusted by millions of developers. Open-source Apache 2.0.</h2><div class="mb-12 flex flex-col items-start justify-center gap-4 md:mb-20"><div class="flex flex-col items-start gap-4 md:flex-row md:items-center"><button type="button" tabindex="0" data-slot="button" data-base-ui-click-trigger="" id="base-ui-_R_d8slbrb_" class="group/button inline-flex shrink-0 items-center justify-center border border-transparent bg-clip-padding text-sm font-medium whitespace-nowrap transition-all outline-none select-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-[3px] aria-invalid:ring-destructive/20 dark:aria-invalid:border-destructive/50 dark:aria-invalid:ring-destructive/40 [&amp;_svg]:pointer-events-none [&amp;_svg]:shrink-0 [&amp;_svg:not([class*=&#x27;size-&#x27;])]:size-4 bg-primary text-primary-foreground hover:bg-primary/90 gap-1.5 has-data-[icon=inline-end]:pr-3 has-data-[icon=inline-start]:pl-3 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class="fill-current"></rect><rect x="18" y="18.75" width="1.25" height="1.25" class="fill-current"></rect><rect x="16.75" y="17.5" width="1.25" height="1.25" class="fill-current"></rect><rect x="14.25" y="1.25" width="1.25" height="15" class="fill-current"></rect></svg><div class="font-semibold"><span class="brush-highlight">No</span> engineering ops</div><div>Scales with your data and traffic. SOC 2 Type II.</div></div></div></div></div></div></div></div><div class="mt-20 mb-5 text-2xl">Features</div><div class="mb-10"><div class="flex flex-col gap-3 md:flex-row"><div class="flex w-full flex-col gap-2 md:w-1/3"><div class="relative cursor-pointer border bg-white p-5 transition-all border-black"><div class="flex items-start gap-4"><span class="flex-shrink-0 font-mono text-2xl transition-colors text-black">◇</span><div class="flex-1"><div class="mb-1 text-base font-semibold">Sparse vector search</div><div class="text-sm text-neutral-600">Lexical search (BM25, SPLADE)</div></div><div class="mt-1.5 size-2 flex-shrink-0 rounded-full bg-black"></div></div></div><div class="relative cursor-pointer border bg-white p-5 transition-all border-neutral-200 hover:border-neutral-400"><div class="flex items-start gap-4"><span class="flex-shrink-0 font-mono text-2xl transition-colors text-neutral-300">◆</span><div class="flex-1"><div class="mb-1 text-base font-semibold">Vector search</div><div class="text-sm text-neutral-600">Semantic similarity search</div></div></div></div><div class="relative cursor-pointer border bg-white p-5 transition-all border-neutral-200 hover:border-neutral-400"><div class="flex items-start gap-4"><span class="flex-shrink-0 font-mono text-2xl transition-colors text-neutral-300">●</span><div class="flex-1"><div class="mb-1 text-base font-semibold">Full-text search</div><div class="text-sm text-neutral-600">Trigram and regex search</div></div></div></div><div class="relative cursor-pointer border bg-white p-5 transition-all border-neutral-200 hover:border-neutral-400"><div class="flex items-start gap-4"><span class="flex-shrink-0 font-mono text-2xl transition-colors text-neutral-300">◐</span><div class="flex-1"><div class="mb-1 text-base font-semibold">Metadata search</div><div class="text-sm text-neutral-600">Filtering and faceted search</div></div></div></div><div class="relative cursor-pointer border bg-white p-5 transition-all border-neutral-200 hover:border-neutral-400"><div class="flex items-start gap-4"><span class="flex-shrink-0 font-mono text-2xl transition-colors text-neutral-300">◊</span><div class="flex-1"><div class="mb-1 text-base font-semibold">Forking</div><div class="text-sm text-neutral-600">Dataset versioning, A/B testing, and roll-outs</div></div></div></div><div class="relative cursor-pointer border bg-white p-5 transition-all border-neutral-200 hover:border-neutral-400"><div class="flex items-start gap-4"><span class="flex-shrink-0 font-mono text-2xl transition-colors text-neutral-300">▣</span><div class="flex-1"><div class="mb-1 text-base font-semibold">CLI</div><div class="text-sm text-neutral-600">Command-line tools for development</div></div></div></div></div><div class="mac-style mac-style-default-hover w-full overflow-hidden bg-white md:w-2/3"><div class="flex h-full flex-col justify-center"><div class="flex h-200 flex-col font-mono text-black"><div class="flex shrink-0 justify-between border border-chroma-black bg-white"><div class="flex"><button type="button" class="px-4 py-2 font-medium transition-colors bg-chroma-black text-white  ">TypeScript</button><button type="button" class="px-4 py-2 font-medium transition-colors bg-white text-black hover:bg-gray-100 border-l border-chroma-black ">Python</button><button type="button" class="px-4 py-2 font-medium transition-colors bg-white text-black hover:bg-gray-100 border-l border-chroma-black border-r border-chroma-black">Rust</button></div><div class="flex"><button type="button" class="hidden border-l border-chroma-black px-4 py-2 text-sm transition-colors hover:bg-gray-100 md:block">Copy</button></div></div><div class="flex flex-1 flex-col overflow-hidden"><div class="shrink-0 overflow-auto border-r border-l border-chroma-black bg-white text-sm" style="height:60%"><div class="[&amp;_.line::before]:content-none! [&amp;_code]:font-mono! [&amp;_pre]:m-0! [&amp;_pre]:bg-white! [&amp;_pre]:p-6! [&amp;_pre]:leading-4.5!"><pre class="shiki github-light" style="background-color:#fff;color:#24292e" tabindex="0"><code><span class="line"><span style="color:#6A737D">// configure client and collection for sparse embeddings (BM25, SPLADE)</span></span>
<span class="line"></span>
<span class="line"><span style="color:#6A737D">// Add documents with sparse embeddings (BM25)</span></span>
<span class="line"><span style="color:#D73A49">await</span><span style="color:#24292E"> collection.</span><span style="color:#6F42C1">add</span><span style="color:#24292E">({</span></span>
<span class="line"><span style="color:#24292E">  ids: [</span><span style="color:#032F62">"id1"</span><span style="color:#24292E">, </span><span style="color:#032F62">"id2"</span><span style="color:#24292E">],</span></span>
<span class="line"><span style="color:#24292E">  documents: [</span><span style="color:#032F62">"Document about databases"</span><span style="color:#24292E">, </span><span style="color:#032F62">"ML tutorial"</span><span style="color:#24292E">]</span></span>
<span class="line"><span style="color:#24292E">})</span></span>
<span class="line"></span>
<span class="line"><span style="color:#6A737D">// Query with sparse vector</span></span>
<span class="line"><span style="color:#D73A49">const</span><span style="color:#005CC5"> sparseRank</span><span style="color:#D73A49"> =</span><span style="color:#6F42C1"> Knn</span><span style="color:#24292E">({ query: </span><span style="color:#032F62">"ML"</span><span style="color:#24292E">, key: </span><span style="color:#032F62">"sparse_embedding"</span><span style="color:#24292E"> });</span></span>
<span class="line"></span>
<span class="line"><span style="color:#6A737D">// Build and execute search</span></span>
<span class="line"><span style="color:#D73A49">const</span><span style="color:#005CC5"> search</span><span style="color:#D73A49"> =</span><span style="color:#D73A49"> new</span><span style="color:#6F42C1"> Search</span><span style="color:#24292E">()</span></span>
<span class="line"><span style="color:#24292E">  .</span><span style="color:#6F42C1">rank</span><span style="color:#24292E">(sparseRank)</span></span>
<span class="line"><span style="color:#24292E">  .</span><span style="color:#6F42C1">limit</span><span style="color:#24292E">(</span><span style="color:#005CC5">10</span><span style="color:#24292E">)</span></span>
<span class="line"><span style="color:#24292E">  .</span><span style="color:#6F42C1">select</span><span style="color:#24292E">(</span><span style="color:#005CC5">K</span><span style="color:#24292E">.</span><span style="color:#005CC5">DOCUMENT</span><span style="color:#24292E">, </span><span style="color:#005CC5">K</span><span style="color:#24292E">.</span><span style="color:#005CC5">SCORE</span><span style="color:#24292E">);</span></span>
<span class="line"></span>
<span class="line"><span style="color:#D73A49">const</span><span style="color:#005CC5"> results</span><span style="color:#D73A49"> =</span><span style="color:#D73A49"> await</span><span style="color:#24292E"> collection.</span><span style="color:#6F42C1">search</span><span style="color:#24292E">(search);</span></span></code></pre></div></div><div class="h-1 shrink-0 cursor-ns-resize border-y border-chroma-black bg-gray-300 transition-colors hover:bg-gray-400"></div><div class="flex flex-col overflow-hidden border-r border-b border-l border-chroma-black bg-[#1e1e1e]" style="height:40%"><div class="shrink-0 border-b border-[#3e3e3e] bg-[#2d2d2d] px-4 py-2 text-xs text-[#cccccc]">Terminal Output</div><div class="flex-1 overflow-auto p-4 font-mono text-xs text-[#cccccc]"><pre class="whitespace-pre-wrap">$ node sparse-search.js
Connecting to Chroma...
✓ Connected successfully
Creating collection &#x27;my_collection&#x27;...
✓ Collection created

Adding documents with sparse embeddings (BM25)...
✓ Added 2 documents

Querying with sparse vector...
✓ Query completed in 18ms

Results (ranked by BM25 score):
[
  {
    id: &quot;id1&quot;,
    document: &quot;Document about databases&quot;,
    score: 0.87,
    metadata: {}
  },
  {
    id: &quot;id2&quot;,
    document: &quot;ML tutorial&quot;,
    score: 0.45,
    metadata: {}
  }
]</pre></div></div></div></div></div></div></div></div><div class="mb-10"><div class="mb-5 text-2xl">Performance</div><div class="grid grid-cols-1 gap-3 md:grid-cols-5"><div class="flex flex-col justify-center border border-neutral-200 bg-white p-8 transition-all md:col-span-2"><div class="mb-4 text-2xl leading-tight">Fast search over billions of multi-tenant indexes</div><div class="text-sm text-neutral-700">Chroma&#x27;s indexes are built and optimized for object-storage offering unparalleled cost and performance. State-of-the-art vector, full-text, and regex search.</div></div><div class="mac-style mac-style-default-hover bg-white md:col-span-3"><div class="flex h-full flex-col justify-center"><div class="font-mono text-black select-none"><div class="w-full border border-chroma-black bg-black px-4 py-2 font-medium text-white">Latency</div><div class="border-x border-b border-chroma-black bg-white p-6 text-sm"><div class="mb-2"><div class="mb-0.5 text-sm font-semibold">Query Latency</div><div class="mb-1.5 text-[10px] text-gray-600">@384 dim at 100k vectors</div></div><div class="mr-10 mb-8 w-1/2"><div class="mb-2 flex gap-3 py-4"><div class="flex cursor-help gap-3 cursor-default underline decoration-dotted underline-offset-2 transition-colors hover:text-gray-600" id="base-ui-_R_3d6i4lbrb_" data-slot="tooltip-trigger"><div class="flex items-center gap-1"><div class="size-2 bg-black"></div><span>Warm</span></div><div class="flex items-center gap-1"><div class="size-2 bg-neutral-300"></div><span>Cold</span></div></div></div><div class="space-y-3"><div><div class="mb-1 font-medium">p50</div><div class="space-y-1"><div class="flex items-center gap-2"><div class="h-3 bg-black relative" style="width:1.3333333333333335%"><span class="absolute left-full mt-[-3px] ml-1 text-[12px] whitespace-nowrap">20ms</span></div></div><div class="flex items-center gap-2"><div class="h-3 bg-neutral-300 relative" style="width:43.333333333333336%"><span class="absolute left-full mt-[-3px] ml-1 text-[12px] whitespace-nowrap">650ms</span></div></div></div></div><div><div class="mb-1 font-medium">p90</div><div class="space-y-1"><div class="flex items-center gap-2"><div class="h-3 bg-black relative" style="width:1.7999999999999998%"><span class="absolute left-full mt-[-3px] ml-1 text-[12px] whitespace-nowrap">27ms</span></div></div><div class="flex items-center gap-2"><div class="h-3 bg-neutral-300 relative" style="width:80%"><span class="absolute left-full mt-[-3px] ml-1 text-[12px] whitespace-nowrap">1.2s</span></div></div></div></div><div><div class="mb-1 font-medium">p99</div><div class="space-y-1"><div class="flex items-center gap-2"><div class="h-3 bg-black relative" style="width:3.8%"><span class="absolute left-full mt-[-3px] ml-1 text-[12px] whitespace-nowrap">57ms</span></div></div><div class="flex items-center gap-2"><div class="h-3 bg-neutral-300 relative" style="width:100%"><span class="absolute left-full mt-[-3px] ml-1 text-[12px] whitespace-nowrap">1.5s</span></div></div></div></div></div></div><div class="mt-4 text-xs text-gray-600"><a class="underline hover:text-black" href="/talk-with-us">Contact us</a> <!-- -->to run a POC for your specific workload. <br/>Dedicated clusters can be scaled to your specific requirements.</div></div></div><div class="font-mono text-black select-none"><div class="w-full border border-chroma-black bg-black px-4 py-2 font-medium text-white">Technical specs</div><div class="border-x border-b border-chroma-black bg-white p-6 text-sm"><div class="mb-4 space-y-2 text-sm"><div class="flex justify-between border-b border-gray-200 py-1"><span class="cursor-help font-medium cursor-default underline decoration-dotted underline-offset-2 transition-colors hover:text-gray-600" id="base-ui-_R_6jai4lbrb_" data-slot="tooltip-trigger">Write throughput (per collection)</span><span>30 MB/s (2000+ QPS)</span></div><div class="flex justify-between border-b border-gray-200 py-1"><span class="cursor-help font-medium cursor-default underline decoration-dotted underline-offset-2 transition-colors hover:text-gray-600" id="base-ui-_R_6lai4lbrb_" data-slot="tooltip-trigger">Concurrent reads (per collection)</span><span>10 (200+ QPS)</span></div><div class="flex justify-between py-1 border-b border-gray-200"><span class="font-medium">Collections per database</span><span>1M</span></div><div class="flex justify-between py-1 border-b border-gray-200"><span class="font-medium">Records per collection</span><span>5M</span></div><div class="flex justify-between py-1 "><span class="font-medium">Recall</span><span>90-100%</span></div></div></div></div><div class="font-mono text-black select-none"><div class="w-full border-x border-b border-chroma-black bg-black px-4 py-2 font-medium text-white">Zero-ops infra</div><div class="border-x border-b border-chroma-black bg-white text-sm"><div class="flex flex-col-reverse gap-6 md:flex-row"><div class="w-full flex-shrink-0 md:w-auto"><div class="flex h-full items-center justify-center overflow-hidden bg-[#fafafa]"><div class="p-3 font-mono text-sm leading-tight text-[#111]"><pre>┌───────────────────────────────┐
│ Query Layer                   │
│   Fast memory cache (hot)     │
│   SSD cache (warm)            │
└───────────────────────────────┘

↕ Intelligent tiering

┌───────────────────────────────┐
│ Storage Layer                 │
│   S3 / GCS (cold)             │
│     • All vectors             │
│     • All metadata            │
│     • All indexes             │
└───────────────────────────────┘
</pre></div></div></div><div class="flex-1 space-y-3 px-6 py-6 text-sm md:pl-0"><div class="space-y-3"><p>Unlike legacy search systems, Chroma is a database you&#x27;ll want to be on-call for.</p><div class="space-y-2 pb-2"><div class="flex items-start gap-2"><span class="text-green-600">✓</span><span>Auto-scales with usage</span></div><div class="flex items-start gap-2"><span class="text-green-600">✓</span><span>No manual tuning</span></div><div class="flex items-start gap-2"><span class="text-green-600">✓</span><span>Serverless pricing</span></div></div><p>Chroma takes full advantage of object storage with automatic query-aware data tiering and caching.</p><div class="space-y-2 pb-2"><div class="flex items-start gap-2"><span class="text-green-600">✓</span><span class="cursor-help cursor-default underline decoration-dotted underline-offset-2 transition-colors hover:text-gray-600" id="base-ui-_R_3j5ei4lbrb_" data-slot="tooltip-trigger">Vectors are large: 1GB text → 15GB of vectors</span></div><div class="flex items-start gap-2"><span class="text-green-600">✓</span><span>Memory is expensive: $5/GB/mo</span></div><div class="flex items-start gap-2"><span class="text-green-600">✓</span><span>Object storage is not: $0.02/GB/mo</span></div></div></div></div></div></div></div></div></div></div></div><div class="mb-10"><div class="mb-5 text-2xl">Enterprise</div><div class="grid grid-cols-1 gap-3 md:grid-cols-2"><div class="flex flex-col justify-center border border-neutral-200 bg-white p-8 transition-all"><div class="mb-4 space-y-3 text-sm text-neutral-700"><p>Chroma brings the security, compliance, education and operational model enterprises need with our Apache 2.0 architecture.</p><p>BYOC in your VPC, multi-cloud/multi-region replication, point-in-time-recovery ensure a resilient and scalable search system with the same 0-ops story as Cloud.</p></div><div class="flex flex-row items-center gap-4"><a aria-label="Learn more about enterprise plans" href="/enterprise"><button type="button" tabindex="0" data-slot="button" class="group/button inline-flex shrink-0 items-center justify-center border border-transparent bg-clip-padding text-sm font-medium whitespace-nowrap transition-all outline-none select-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-[3px] aria-invalid:ring-destructive/20 dark:aria-invalid:border-destructive/50 dark:aria-invalid:ring-destructive/40 [&amp;_svg]:pointer-events-none [&amp;_svg]:shrink-0 [&amp;_svg:not([class*=&#x27;size-&#x27;])]:size-4 bg-primary text-primary-foreground hover:bg-primary/90 h-9 gap-1.5 px-2.5 in-data-[slot=button-group]:rounded-md has-data-[icon=inline-end]:pr-2 has-data-[icon=inline-start]:pl-2 rounded-sm">Learn more</button></a><div class="cursor-pointer underline" role="button" tabindex="0" data-base-ui-click-trigger="" id="base-ui-_R_79iclbrb_" data-slot="dialog-trigger">Contact us</div><span class="sr-only"><h2 id="base-ui-_R_b9iclbrb_" data-slot="dialog-title" class="leading-none font-medium">Hidden</h2></span></div></div><div class="mac-style mac-style-default-hover overflow-hidden border border-neutral-200 bg-[#fafafa]"><div class="flex justify-center p-4 font-mono text-[12px] leading-tight text-[#111]"><pre> ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓
 ▓░                                         ░▓
 ▓░  ┌──────────── YOUR VPC ─────────────┐  ░▓
 ▓░  │                                   │  ░▓
 ▓░  │   <span class="blink-plane">█ DATA PLANE █</span>                  │  ░▓
 ▓░  │                                   │  ░▓
 ▓░  │   Your data, your cloud           │  ░▓
 ▓░  │                                   │  ░▓
 ▓░  │                                   │  ░▓
 ▓░  └───────────────────────────────────┘  ░▓
 ▓░                    <span class="flow-line flow-line-1">│</span>                    ░▓
 ▓░                    <span class="flow-line flow-line-2">│</span>                    ░▓
 ▓░                    <span class="flow-line flow-line-3">▼</span>                    ░▓
 ▓░  <span class="flow-dots">═════════════════════════════════════</span>  ░▓
 ▓░  <span class="flow-dots">░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░</span>  ░▓
 ▓░                                         ░▓
 ▓░  ┌────────── CHROMA VPC ─────────────┐  ░▓
 ▓░  │                                   │  ░▓
 ▓░  │   <span class="blink-plane">█ CONTROL PLANE █</span>               │  ░▓
 ▓░  │                                   │  ░▓
 ▓░  │   Managed by Chroma               │  ░▓
 ▓░  │   Monitoring, backups, ops        │  ░▓
 ▓░  │                                   │  ░▓
 ▓░  └───────────────────────────────────┘  ░▓
 ▓░                                         ░▓
 ▓░  ✓ BYOC in your VPC                     ░▓
 ▓░  ✓ Multi-region replication             ░▓
 ▓░  ✓ 0-ops management                     ░▓
 ▓░                                         ░▓
 ▓░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░▓
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</pre></div></div></div></div><div class="row-span-1 mt-20 mb-10 grow"><div class="border border-chroma-black bg-white"><div class="border-b border-chroma-black"><div class="border-b border-chroma-black bg-black px-4 py-2 font-mono text-sm font-medium text-white">[▶] Videos</div><div class="p-6"><div class="relative"><div class="-mx-6 overflow-x-auto [&amp;::-webkit-scrollbar]:h-1 [&amp;::-webkit-scrollbar-thumb]:rounded-full [&amp;::-webkit-scrollbar-thumb]:bg-neutral-300 hover:[&amp;::-webkit-scrollbar-thumb]:bg-neutral-400 [&amp;::-webkit-scrollbar-track]:bg-transparent"><div class="flex snap-x snap-mandatory gap-3 pb-6 pl-6"><a href="https://www.youtube.com/watch?v=FHXRWwpQYY8" target="_blank" rel="noopener noreferrer" class="w-70 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="relative h-39.25 w-full"><img alt="Deep dive: Using Reranking to improve search results" loading="lazy" decoding="async" data-nimg="fill" class="object-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="/img/video_thumbs/reranking.jpg?dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Deep dive: Using Reranking to improve search results</div><div class="flex items-center gap-2 text-xs text-gray-600"><svg class="size-4" fill="currentColor" viewBox="0 0 24 24"><path d="M23.498 6.186a3.016 3.016 0 0 0-2.122-2.136C19.505 3.545 12 3.545 12 3.545s-7.505 0-9.377.505A3.017 3.017 0 0 0 .502 6.186C0 8.07 0 12 0 12s0 3.93.502 5.814a3.016 3.016 0 0 0 2.122 2.136c1.871.505 9.376.505 9.376.505s7.505 0 9.377-.505a3.015 3.015 0 0 0 2.122-2.136C24 15.93 24 12 24 12s0-3.93-.502-5.814zM9.545 15.568V8.432L15.818 12l-6.273 3.568z"></path></svg><span class="font-mono">15:23</span></div></div></a><a href="https://www.youtube.com/watch?v=4sAJLLWPAh4" target="_blank" rel="noopener noreferrer" class="w-70 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="relative h-39.25 w-full"><img alt="Chroma Context-1" loading="lazy" decoding="async" data-nimg="fill" class="object-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="/img/video_thumbs/context-1.jpg?dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Chroma Context-1</div><div class="flex items-center gap-2 text-xs text-gray-600"><svg class="size-4" fill="currentColor" viewBox="0 0 24 24"><path d="M23.498 6.186a3.016 3.016 0 0 0-2.122-2.136C19.505 3.545 12 3.545 12 3.545s-7.505 0-9.377.505A3.017 3.017 0 0 0 .502 6.186C0 8.07 0 12 0 12s0 3.93.502 5.814a3.016 3.016 0 0 0 2.122 2.136c1.871.505 9.376.505 9.376.505s7.505 0 9.377-.505a3.015 3.015 0 0 0 2.122-2.136C24 15.93 24 12 24 12s0-3.93-.502-5.814zM9.545 15.568V8.432L15.818 12l-6.273 3.568z"></path></svg><span class="font-mono">13:20</span></div></div></a><a href="https://www.youtube.com/watch?v=XHEgXDff2xw" target="_blank" rel="noopener noreferrer" class="w-70 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="relative h-39.25 w-full"><img alt="Lexical Search in Chroma" loading="lazy" decoding="async" data-nimg="fill" class="object-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="/img/video_thumbs/lexical-search.jpg?dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Lexical Search in Chroma</div><div class="flex items-center gap-2 text-xs text-gray-600"><svg class="size-4" fill="currentColor" viewBox="0 0 24 24"><path d="M23.498 6.186a3.016 3.016 0 0 0-2.122-2.136C19.505 3.545 12 3.545 12 3.545s-7.505 0-9.377.505A3.017 3.017 0 0 0 .502 6.186C0 8.07 0 12 0 12s0 3.93.502 5.814a3.016 3.016 0 0 0 2.122 2.136c1.871.505 9.376.505 9.376.505s7.505 0 9.377-.505a3.015 3.015 0 0 0 2.122-2.136C24 15.93 24 12 24 12s0-3.93-.502-5.814zM9.545 15.568V8.432L15.818 12l-6.273 3.568z"></path></svg><span class="font-mono">4:41</span></div></div></a><a href="https://www.youtube.com/watch?v=EtUjXsowN_4" target="_blank" rel="noopener noreferrer" class="w-70 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="relative h-39.25 w-full"><img alt="Schema() and Search() APIs" loading="lazy" decoding="async" data-nimg="fill" class="object-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="/img/video_thumbs/schema-search-apis.jpg?dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Schema() and Search() APIs</div><div class="flex items-center gap-2 text-xs text-gray-600"><svg class="size-4" fill="currentColor" viewBox="0 0 24 24"><path d="M23.498 6.186a3.016 3.016 0 0 0-2.122-2.136C19.505 3.545 12 3.545 12 3.545s-7.505 0-9.377.505A3.017 3.017 0 0 0 .502 6.186C0 8.07 0 12 0 12s0 3.93.502 5.814a3.016 3.016 0 0 0 2.122 2.136c1.871.505 9.376.505 9.376.505s7.505 0 9.377-.505a3.015 3.015 0 0 0 2.122-2.136C24 15.93 24 12 24 12s0-3.93-.502-5.814zM9.545 15.568V8.432L15.818 12l-6.273 3.568z"></path></svg><span class="font-mono">9:02</span></div></div></a><a href="https://www.youtube.com/watch?v=MJScoDgIcXg" target="_blank" rel="noopener noreferrer" class="w-70 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="relative h-39.25 w-full"><img alt="Context Engineering Episode 3 - Lance Martin - LangChain" loading="lazy" decoding="async" data-nimg="fill" class="object-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="/img/video_thumbs/context-eng-ep3.jpg?dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Context Engineering Episode 3 - Lance Martin - LangChain</div><div class="flex items-center gap-2 text-xs text-gray-600"><svg class="size-4" fill="currentColor" viewBox="0 0 24 24"><path d="M23.498 6.186a3.016 3.016 0 0 0-2.122-2.136C19.505 3.545 12 3.545 12 3.545s-7.505 0-9.377.505A3.017 3.017 0 0 0 .502 6.186C0 8.07 0 12 0 12s0 3.93.502 5.814a3.016 3.016 0 0 0 2.122 2.136c1.871.505 9.376.505 9.376.505s7.505 0 9.377-.505a3.015 3.015 0 0 0 2.122-2.136C24 15.93 24 12 24 12s0-3.93-.502-5.814zM9.545 15.568V8.432L15.818 12l-6.273 3.568z"></path></svg><span class="font-mono">1:02:36</span></div></div></a><a href="https://youtu.be/1QdwYWd3S1g" target="_blank" rel="noopener noreferrer" class="w-70 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="relative h-39.25 w-full"><img alt="Beyond The Embedding: Vector Indexing" loading="lazy" decoding="async" data-nimg="fill" class="object-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="/img/video_thumbs/vectorindexing.jpg?dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Beyond The Embedding: Vector Indexing</div><div class="flex items-center gap-2 text-xs text-gray-600"><svg class="size-4" fill="currentColor" viewBox="0 0 24 24"><path d="M23.498 6.186a3.016 3.016 0 0 0-2.122-2.136C19.505 3.545 12 3.545 12 3.545s-7.505 0-9.377.505A3.017 3.017 0 0 0 .502 6.186C0 8.07 0 12 0 12s0 3.93.502 5.814a3.016 3.016 0 0 0 2.122 2.136c1.871.505 9.376.505 9.376.505s7.505 0 9.377-.505a3.015 3.015 0 0 0 2.122-2.136C24 15.93 24 12 24 12s0-3.93-.502-5.814zM9.545 15.568V8.432L15.818 12l-6.273 3.568z"></path></svg><span class="font-mono">11:26</span></div></div></a><a href="https://www.youtube.com/watch?v=pIbIZ_Bxl_g" target="_blank" rel="noopener noreferrer" class="w-70 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="relative h-39.25 w-full"><img alt="Long live Context Engineering" loading="lazy" decoding="async" data-nimg="fill" class="object-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="/img/video_thumbs/ragisdead.png?dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Long live Context Engineering</div><div class="flex items-center gap-2 text-xs text-gray-600"><svg class="size-4" fill="currentColor" viewBox="0 0 24 24"><path d="M23.498 6.186a3.016 3.016 0 0 0-2.122-2.136C19.505 3.545 12 3.545 12 3.545s-7.505 0-9.377.505A3.017 3.017 0 0 0 .502 6.186C0 8.07 0 12 0 12s0 3.93.502 5.814a3.016 3.016 0 0 0 2.122 2.136c1.871.505 9.376.505 9.376.505s7.505 0 9.377-.505a3.015 3.015 0 0 0 2.122-2.136C24 15.93 24 12 24 12s0-3.93-.502-5.814zM9.545 15.568V8.432L15.818 12l-6.273 3.568z"></path></svg><span class="font-mono">57:00</span></div></div></a><a href="https://youtu.be/TUjQuC4ugak" target="_blank" rel="noopener noreferrer" class="w-70 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="relative h-39.25 w-full"><img alt="Context Rot" loading="lazy" decoding="async" data-nimg="fill" class="object-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="/img/video_thumbs/context-rot.jpg?v=1&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Context Rot</div><div class="flex items-center gap-2 text-xs text-gray-600"><svg class="size-4" fill="currentColor" viewBox="0 0 24 24"><path d="M23.498 6.186a3.016 3.016 0 0 0-2.122-2.136C19.505 3.545 12 3.545 12 3.545s-7.505 0-9.377.505A3.017 3.017 0 0 0 .502 6.186C0 8.07 0 12 0 12s0 3.93.502 5.814a3.016 3.016 0 0 0 2.122 2.136c1.871.505 9.376.505 9.376.505s7.505 0 9.377-.505a3.015 3.015 0 0 0 2.122-2.136C24 15.93 24 12 24 12s0-3.93-.502-5.814zM9.545 15.568V8.432L15.818 12l-6.273 3.568z"></path></svg><span class="font-mono">7:55</span></div></div></a><a href="https://youtu.be/vsfbplnJyA8" target="_blank" rel="noopener noreferrer" class="w-70 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="relative h-39.25 w-full"><img alt="Context Engineering: The Outer Loop " loading="lazy" decoding="async" data-nimg="fill" class="object-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="/img/video_thumbs/outer-loop.jpg?dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Context Engineering: The Outer Loop </div><div class="flex items-center gap-2 text-xs text-gray-600"><svg class="size-4" fill="currentColor" viewBox="0 0 24 24"><path d="M23.498 6.186a3.016 3.016 0 0 0-2.122-2.136C19.505 3.545 12 3.545 12 3.545s-7.505 0-9.377.505A3.017 3.017 0 0 0 .502 6.186C0 8.07 0 12 0 12s0 3.93.502 5.814a3.016 3.016 0 0 0 2.122 2.136c1.871.505 9.376.505 9.376.505s7.505 0 9.377-.505a3.015 3.015 0 0 0 2.122-2.136C24 15.93 24 12 24 12s0-3.93-.502-5.814zM9.545 15.568V8.432L15.818 12l-6.273 3.568z"></path></svg><span class="font-mono">23:43</span></div></div></a><a href="https://youtu.be/L8ZM78APDPk" target="_blank" rel="noopener noreferrer" class="w-70 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="relative h-39.25 w-full"><img alt="Context Engineering for Engineers " loading="lazy" decoding="async" data-nimg="fill" class="object-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="/img/video_thumbs/context-eng.jpg?dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Context Engineering for Engineers </div><div class="flex items-center gap-2 text-xs text-gray-600"><svg class="size-4" fill="currentColor" viewBox="0 0 24 24"><path d="M23.498 6.186a3.016 3.016 0 0 0-2.122-2.136C19.505 3.545 12 3.545 12 3.545s-7.505 0-9.377.505A3.017 3.017 0 0 0 .502 6.186C0 8.07 0 12 0 12s0 3.93.502 5.814a3.016 3.016 0 0 0 2.122 2.136c1.871.505 9.376.505 9.376.505s7.505 0 9.377-.505a3.015 3.015 0 0 0 2.122-2.136C24 15.93 24 12 24 12s0-3.93-.502-5.814zM9.545 15.568V8.432L15.818 12l-6.273 3.568z"></path></svg><span class="font-mono">11:16</span></div></div></a><a href="https://youtu.be/XVFevYxRKAE" target="_blank" rel="noopener noreferrer" class="w-70 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="relative h-39.25 w-full"><img alt="Reliability at Scale" loading="lazy" decoding="async" data-nimg="fill" class="object-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="/img/video_thumbs/reliability.jpg?dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Reliability at Scale</div><div class="flex items-center gap-2 text-xs text-gray-600"><svg class="size-4" fill="currentColor" viewBox="0 0 24 24"><path d="M23.498 6.186a3.016 3.016 0 0 0-2.122-2.136C19.505 3.545 12 3.545 12 3.545s-7.505 0-9.377.505A3.017 3.017 0 0 0 .502 6.186C0 8.07 0 12 0 12s0 3.93.502 5.814a3.016 3.016 0 0 0 2.122 2.136c1.871.505 9.376.505 9.376.505s7.505 0 9.377-.505a3.015 3.015 0 0 0 2.122-2.136C24 15.93 24 12 24 12s0-3.93-.502-5.814zM9.545 15.568V8.432L15.818 12l-6.273 3.568z"></path></svg><span class="font-mono">26:30</span></div></div></a><a href="https://youtu.be/1I9PoXzvWcs" target="_blank" rel="noopener noreferrer" class="w-70 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="relative h-39.25 w-full"><img alt="Context Engineering with DSPy" loading="lazy" decoding="async" data-nimg="fill" class="object-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="/img/video_thumbs/dspy.jpg?dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Context Engineering with DSPy</div><div class="flex items-center gap-2 text-xs text-gray-600"><svg class="size-4" fill="currentColor" viewBox="0 0 24 24"><path d="M23.498 6.186a3.016 3.016 0 0 0-2.122-2.136C19.505 3.545 12 3.545 12 3.545s-7.505 0-9.377.505A3.017 3.017 0 0 0 .502 6.186C0 8.07 0 12 0 12s0 3.93.502 5.814a3.016 3.016 0 0 0 2.122 2.136c1.871.505 9.376.505 9.376.505s7.505 0 9.377-.505a3.015 3.015 0 0 0 2.122-2.136C24 15.93 24 12 24 12s0-3.93-.502-5.814zM9.545 15.568V8.432L15.818 12l-6.273 3.568z"></path></svg><span class="font-mono">12:46</span></div></div></a><a href="https://youtube.com/@trychroma" target="_blank" rel="noopener noreferrer" class="flex w-70 shrink-0 snap-start items-center justify-center overflow-hidden border border-chroma-black bg-white transition-colors hover:bg-gray-50"><div class="flex h-full flex-col items-center justify-center gap-4 p-8 text-center"><svg class="size-12 text-gray-700" fill="currentColor" viewBox="0 0 24 24"><path d="M23.498 6.186a3.016 3.016 0 0 0-2.122-2.136C19.505 3.545 12 3.545 12 3.545s-7.505 0-9.377.505A3.017 3.017 0 0 0 .502 6.186C0 8.07 0 12 0 12s0 3.93.502 5.814a3.016 3.016 0 0 0 2.122 2.136c1.871.505 9.376.505 9.376.505s7.505 0 9.377-.505a3.015 3.015 0 0 0 2.122-2.136C24 15.93 24 12 24 12s0-3.93-.502-5.814zM9.545 15.568V8.432L15.818 12l-6.273 3.568z"></path></svg><div class="font-mono text-sm font-medium">See more</div><div class="text-xs text-gray-600">Visit our YouTube channel →</div></div></a><div class="w-6 shrink-0" aria-hidden="true"></div></div></div></div></div></div><div class="flex flex-col md:flex-row md:items-stretch"><div class="flex w-full flex-col md:w-1/2 md:border-r md:border-chroma-black"><div class="border-b border-chroma-black bg-black px-4 py-2 font-mono text-sm font-medium text-white">[●] Open source community</div><div class="flex-1 space-y-5 p-6"><div class="text-lg">Open-source databases give your team the control and flexibility to build exactly what you need. No licensing limits, no vendor lock-in, just reliable performance backed by a large community.</div><div class="border-t border-gray-300 pt-4"><a target="_blank" rel="noopener noreferrer" class="mb-2 block font-mono text-sm font-medium underline decoration-dotted underline-offset-2 hover:text-gray-600" href="https://github.com/chroma-core/chroma">Github →</a><div class="text-sm text-gray-700">Chroma has over 26k GitHub stars and is used in over 90k other open-source codebases on GitHub. It is downloaded over 11M times a month.</div></div><div class="border-t border-gray-300 pt-4"><a target="_blank" rel="noopener noreferrer" class="mb-2 block font-mono text-sm font-medium underline decoration-dotted underline-offset-2 hover:text-gray-600" href="https://discord.gg/MMeYNTmh3x">Discord →</a><div class="text-sm text-gray-700">Join the Discord to see what people are building!</div></div><div class="border-t border-gray-300 pt-4"><a target="_blank" rel="noopener noreferrer" class="mb-2 block font-mono text-sm font-medium underline decoration-dotted underline-offset-2 hover:text-gray-600" href="https://twitter.com/trychroma">Social →</a><div class="text-sm text-gray-700">Find the greater community on<!-- --> <a target="_blank" rel="noopener noreferrer" class="mb-2 font-mono text-sm font-medium underline decoration-dotted underline-offset-2 hover:text-gray-600" href="https://x.com/trychroma">X</a> <!-- -->and<!-- --> <a target="_blank" rel="noopener noreferrer" class="mb-2 font-mono text-sm font-medium underline decoration-dotted underline-offset-2 hover:text-gray-600" href="https://www.youtube.com/@trychroma">YouTube.</a></div></div><div class="border-t border-gray-300 pt-4"><a target="_blank" rel="noopener noreferrer" class="mb-2 block font-mono text-sm font-medium underline decoration-dotted underline-offset-2 hover:text-gray-600" href="https://docs.trychroma.com/deployment">Run Chroma OSS →</a><div class="text-sm text-gray-700">Run Chroma on your own infrastructure with our open-source deployment guides.</div></div></div></div><div class="flex w-full flex-col md:w-1/2"><div class="border-b border-chroma-black bg-black px-4 py-2 font-mono text-sm font-medium text-white">[◆] Support</div><div class="flex-1 space-y-5 p-6"><div class="border-t border-gray-300 pt-4 first:border-t-0 first:pt-0"><a target="_blank" rel="noopener noreferrer" class="mb-2 block font-mono text-sm font-medium underline decoration-dotted underline-offset-2 hover:text-gray-600" href="https://discord.gg/MMeYNTmh3x">Open-source →</a><div class="text-sm text-gray-700">Join our 10K person strong Discord community to get fast and expert help from the open-source community.</div></div><div class="border-t border-gray-300 pt-4"><a class="mb-2 block font-mono text-sm font-medium underline decoration-dotted underline-offset-2 hover:text-gray-600" href="/pricing">All plans →</a><div class="text-sm text-gray-700">Helpful support direct from engineers on the Chroma team</div></div><div class="border-t border-gray-300 pt-4"><a class="mb-2 block font-mono text-sm font-medium underline decoration-dotted underline-offset-2 hover:text-gray-600" href="/pricing">Pro plan →</a><div class="text-sm text-gray-700">Direct Slack communication for fast support and help designing and iterating your search system.</div></div><div class="border-t border-gray-300 pt-4"><a class="mb-2 block font-mono text-sm font-medium underline decoration-dotted underline-offset-2 hover:text-gray-600" aria-label="Learn about Enterprise plan with customized SLAs and 24/7 support" href="/enterprise">Enterprise plan →</a><div class="text-sm text-gray-700">Customized SLAs ensure your team gets 24/7 assistance.</div></div></div></div></div><div class="border-t border-chroma-black"><div class="border-b border-chroma-black bg-black px-4 py-2 font-mono text-sm font-medium text-white">[▲] Research</div><div class="p-6"><div class="mb-5 text-sm">Our research spans both basic and applied research for search, retrieval, agents, and context engineering.</div><div class="relative mb-3"><div class="-mx-6 overflow-x-auto [&amp;::-webkit-scrollbar]:h-1 [&amp;::-webkit-scrollbar-thumb]:rounded-full [&amp;::-webkit-scrollbar-thumb]:bg-neutral-300 hover:[&amp;::-webkit-scrollbar-thumb]:bg-neutral-400 [&amp;::-webkit-scrollbar-track]:bg-transparent"><div class="flex snap-x snap-mandatory gap-3 px-6 pb-2"><a class="w-50 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100" href="/research/context-1"><div class="relative h-24 w-full bg-gray-100"><img alt="Context-1" loading="lazy" decoding="async" data-nimg="fill" class="object-cover grayscale" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="100vw" srcSet="/_next/image?url=%2Fimg%2Fcontext_1%2Fhero.jpg&amp;w=640&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 640w, /_next/image?url=%2Fimg%2Fcontext_1%2Fhero.jpg&amp;w=750&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 750w, /_next/image?url=%2Fimg%2Fcontext_1%2Fhero.jpg&amp;w=828&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 828w, /_next/image?url=%2Fimg%2Fcontext_1%2Fhero.jpg&amp;w=1080&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 1080w, /_next/image?url=%2Fimg%2Fcontext_1%2Fhero.jpg&amp;w=1200&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 1200w, /_next/image?url=%2Fimg%2Fcontext_1%2Fhero.jpg&amp;w=1920&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 1920w, /_next/image?url=%2Fimg%2Fcontext_1%2Fhero.jpg&amp;w=2048&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 2048w, /_next/image?url=%2Fimg%2Fcontext_1%2Fhero.jpg&amp;w=3840&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 3840w" src="/_next/image?url=%2Fimg%2Fcontext_1%2Fhero.jpg&amp;w=3840&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Context-1</div><div class="text-xs text-gray-700">Training a self-editing search agent.</div></div></a><a class="w-50 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100" href="/research/context-rot"><div class="relative h-24 w-full bg-gray-100"><img alt="Context Rot" loading="lazy" decoding="async" data-nimg="fill" class="object-cover grayscale" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="100vw" srcSet="/_next/image?url=%2Fimg%2Fcontext_rot%2Fheader_plot.jpg&amp;w=640&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 640w, /_next/image?url=%2Fimg%2Fcontext_rot%2Fheader_plot.jpg&amp;w=750&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 750w, /_next/image?url=%2Fimg%2Fcontext_rot%2Fheader_plot.jpg&amp;w=828&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 828w, /_next/image?url=%2Fimg%2Fcontext_rot%2Fheader_plot.jpg&amp;w=1080&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 1080w, /_next/image?url=%2Fimg%2Fcontext_rot%2Fheader_plot.jpg&amp;w=1200&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 1200w, /_next/image?url=%2Fimg%2Fcontext_rot%2Fheader_plot.jpg&amp;w=1920&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 1920w, /_next/image?url=%2Fimg%2Fcontext_rot%2Fheader_plot.jpg&amp;w=2048&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 2048w, /_next/image?url=%2Fimg%2Fcontext_rot%2Fheader_plot.jpg&amp;w=3840&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 3840w" src="/_next/image?url=%2Fimg%2Fcontext_rot%2Fheader_plot.jpg&amp;w=3840&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Context Rot</div><div class="text-xs text-gray-700">How increasing input tokens impacts LLM performance.</div></div></a><a class="w-50 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100" href="/research/generative-benchmarking"><div class="relative h-24 w-full bg-gray-100"><img alt="Generative Benchmarking" loading="lazy" decoding="async" data-nimg="fill" class="object-cover grayscale" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="100vw" srcSet="/_next/image?url=%2Fimg%2Fgenerative_benchmarking%2Fart.jpg&amp;w=640&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 640w, /_next/image?url=%2Fimg%2Fgenerative_benchmarking%2Fart.jpg&amp;w=750&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 750w, /_next/image?url=%2Fimg%2Fgenerative_benchmarking%2Fart.jpg&amp;w=828&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 828w, /_next/image?url=%2Fimg%2Fgenerative_benchmarking%2Fart.jpg&amp;w=1080&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 1080w, /_next/image?url=%2Fimg%2Fgenerative_benchmarking%2Fart.jpg&amp;w=1200&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 1200w, /_next/image?url=%2Fimg%2Fgenerative_benchmarking%2Fart.jpg&amp;w=1920&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 1920w, /_next/image?url=%2Fimg%2Fgenerative_benchmarking%2Fart.jpg&amp;w=2048&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 2048w, /_next/image?url=%2Fimg%2Fgenerative_benchmarking%2Fart.jpg&amp;w=3840&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 3840w" src="/_next/image?url=%2Fimg%2Fgenerative_benchmarking%2Fart.jpg&amp;w=3840&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Generative Benchmarking</div><div class="text-xs text-gray-700">New methods for evaluating retrieval systems.</div></div></a><a class="w-50 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100" href="/research/evaluating-chunking"><div class="relative h-24 w-full bg-gray-100"><img alt="Chunking Strategies" loading="lazy" decoding="async" data-nimg="fill" class="object-cover grayscale" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="100vw" srcSet="/_next/image?url=%2Fimg%2Fevaluating_chunking%2Fheader_plot.jpg&amp;w=640&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 640w, /_next/image?url=%2Fimg%2Fevaluating_chunking%2Fheader_plot.jpg&amp;w=750&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 750w, /_next/image?url=%2Fimg%2Fevaluating_chunking%2Fheader_plot.jpg&amp;w=828&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 828w, /_next/image?url=%2Fimg%2Fevaluating_chunking%2Fheader_plot.jpg&amp;w=1080&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 1080w, /_next/image?url=%2Fimg%2Fevaluating_chunking%2Fheader_plot.jpg&amp;w=1200&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 1200w, /_next/image?url=%2Fimg%2Fevaluating_chunking%2Fheader_plot.jpg&amp;w=1920&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 1920w, /_next/image?url=%2Fimg%2Fevaluating_chunking%2Fheader_plot.jpg&amp;w=2048&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 2048w, /_next/image?url=%2Fimg%2Fevaluating_chunking%2Fheader_plot.jpg&amp;w=3840&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 3840w" src="/_next/image?url=%2Fimg%2Fevaluating_chunking%2Fheader_plot.jpg&amp;w=3840&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Chunking Strategies</div><div class="text-xs text-gray-700">Evaluating chunking strategies in retrieval for AI.</div></div></a><a class="w-50 shrink-0 snap-start overflow-hidden border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100" href="/research/embedding-adapters"><div class="relative h-24 w-full bg-gray-100"><img alt="Embedding Adapters" loading="lazy" decoding="async" data-nimg="fill" class="object-cover grayscale" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="100vw" srcSet="/_next/image?url=%2Fimg%2Fembedding_adapters%2Fheader_plot.jpg&amp;w=640&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 640w, /_next/image?url=%2Fimg%2Fembedding_adapters%2Fheader_plot.jpg&amp;w=750&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 750w, /_next/image?url=%2Fimg%2Fembedding_adapters%2Fheader_plot.jpg&amp;w=828&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 828w, /_next/image?url=%2Fimg%2Fembedding_adapters%2Fheader_plot.jpg&amp;w=1080&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 1080w, /_next/image?url=%2Fimg%2Fembedding_adapters%2Fheader_plot.jpg&amp;w=1200&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 1200w, /_next/image?url=%2Fimg%2Fembedding_adapters%2Fheader_plot.jpg&amp;w=1920&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 1920w, /_next/image?url=%2Fimg%2Fembedding_adapters%2Fheader_plot.jpg&amp;w=2048&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 2048w, /_next/image?url=%2Fimg%2Fembedding_adapters%2Fheader_plot.jpg&amp;w=3840&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ 3840w" src="/_next/image?url=%2Fimg%2Fembedding_adapters%2Fheader_plot.jpg&amp;w=3840&amp;q=75&amp;dpl=dpl_DHFpaxzj4V46f3iQGMmXr2mU1sSZ"/></div><div class="flex flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Embedding Adapters</div><div class="text-xs text-gray-700">Lightweight transforms to boost embedding accuracy.</div></div></a></div></div></div></div></div><div class="border-t border-chroma-black"><div class="border-b border-chroma-black bg-black px-4 py-2 font-mono text-sm font-medium text-white">[■] Updates</div><div class="p-6"><div class="mb-5 text-sm">Chroma&#x27;s project is rapidly improving. Here are the latest updates.</div><div class="relative"><div class="-mx-6 overflow-x-auto [&amp;::-webkit-scrollbar]:h-1 [&amp;::-webkit-scrollbar-thumb]:rounded-full [&amp;::-webkit-scrollbar-thumb]:bg-neutral-300 hover:[&amp;::-webkit-scrollbar-thumb]:bg-neutral-400 [&amp;::-webkit-scrollbar-track]:bg-transparent"><div class="flex snap-x snap-mandatory gap-3 pb-6 pl-6"><a href="/changelog/chroma-sync-s3-github-and-web" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Chroma Cloud Sync</div><div class="text-xs text-gray-700">Serverless data ingestion for Chroma Cloud.</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Mar 2026</span></div></div></a><a href="/changelog/metadata-arrays" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Metadata Arrays</div><div class="text-xs text-gray-700">Store arrays of strings, numbers, and booleans in metadata.</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Feb 2026</span></div></div></a><a href="/changelog/indexingstatus" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Indexing Status</div><div class="text-xs text-gray-700">Monitor real-time indexing progress of your collections.</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Jan 2026</span></div></div></a><a href="/changelog/readlevel" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Read Level</div><div class="text-xs text-gray-700">Control read consistency with index-only or full read modes.</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Jan 2026</span></div></div></a><a href="/changelog/private-networking" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Private Networking</div><div class="text-xs text-gray-700">Secure connectivity with AWS PrivateLink support.</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Jan 2026</span></div></div></a><a href="/changelog/groupby" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">GroupBy</div><div class="text-xs text-gray-700">Group and aggregate search results by metadata keys.</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Jan 2026</span></div></div></a><a href="/changelog/cmek" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Customer-Managed Encryption Keys</div><div class="text-xs text-gray-700">Encrypt your data with your own encryption keys.</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Dec 2025</span></div></div></a><a href="/changelog/chroma-web-sync" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Chroma Web Sync</div><div class="text-xs text-gray-700">Automatically crawl, scrape, chunk and embed web pages.</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Nov 2025</span></div></div></a><a href="project/sparse-vector-search" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Sparse Vector Search</div><div class="text-xs text-gray-700">First class support for BM25 and SPLADE vectors.</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Oct 2025</span></div></div></a><a href="/changelog/introducing-chroma-sync" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Introducing Chroma Sync</div><div class="text-xs text-gray-700">Automatically chunk, embed, and index GitHub repos.</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Oct 2025</span></div></div></a><a href="engineering/wal3" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">wal3: Chroma&#x27;s Write-Ahead Log</div><div class="text-xs text-gray-700">A Write-Ahead Log for Chroma, Built on Object Storage</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Sep 2025</span></div></div></a><a href="/changelog/package-search-mcp" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Package Search MCP</div><div class="text-xs text-gray-700">Query thousands of open-source repos through MCP.</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Sep 2025</span></div></div></a><a href="/changelog/forking" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Collection Forking</div><div class="text-xs text-gray-700">Fast duplication of collections with copy-on-write.</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Aug 2025</span></div></div></a><a href="/changelog/introducing-chroma-cloud" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Introducing Chroma Cloud</div><div class="text-xs text-gray-700">Chroma Cloud is now generally available.</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Aug 2025</span></div></div></a><a href="engineering/execution-engine" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Designing a query execution engine</div><div class="text-xs text-gray-700">A push-based, morsel-driven execution engine in Rust.</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Aug 2025</span></div></div></a><a href="/changelog/base64-data-throughput" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">70% Data Throughput Increase</div><div class="text-xs text-gray-700">Performance boost using base64 vector encoding.</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Jul 2025</span></div></div></a><a href="/changelog/regex" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">Regex Search Support</div><div class="text-xs text-gray-700">Search using regular expressions with new operators.</div><div class="mt-auto flex items-center gap-2 pt-2 text-xs text-gray-600"><span class="font-mono">Jun 2025</span></div></div></a><a href="/changelog/js-client-v3" class="flex w-50 shrink-0 snap-start flex-col border border-chroma-black bg-gray-50 transition-colors hover:bg-gray-100"><div class="flex h-full flex-col gap-2 p-4"><div class="font-mono text-sm font-medium">JavaScript 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