[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"$f29cxrws7n4q0d":3},{"_id":4,"slug":5,"title":6,"subtitle":7,"kind":8,"cards":9,"tags":43,"categories":45,"source":47,"lang":50,"author":51,"audioState":54,"stats":55,"publishedAt":58,"renderer":59},"6abaa5c2ca21c797c7e9a1eb","your-code-for-010m-comes-with-a-tax-your-training-data-de89a98b","Your Code for $0.10\u002FM Comes With a Tax: Your Training Data","Meta's Contributor tier charges about $0.10 per million input tokens — up to 20x less than the standard API.","news",[10,13,18,23,28,33,38],{"headline":6,"body":11,"imageUrl":12,"sourceImageUrl":12},"Meta's Contributor tier charges about $0.10 per million input tokens — up to 20x less than the standard API. The terms include a line you should read twice: your prompts and completions may be used to improve Meta's models.","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1200,height=627,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Frg17dfxutcawfy5watfa.png",{"headline":14,"body":15,"imageUrl":16,"images":17},"We run a self-hosted swarm where agents spawn","We run a self-hosted swarm where agents spawn background research jobs. Cheapest provider wins, right? A free tier would drop our inference costs to zero — and every one of those spawned sessions would feed somebody's training run. We stopped asking \"can we afford this?\" and started asking \"what are we paying with?\":","\u002Fapi\u002Fmedia\u002Fposts\u002Fyour-code-for-010m-comes-with-a-tax-your-training-data-de89a98b\u002F1.webp",{"local":16},{"headline":19,"body":20,"imageUrl":21,"images":22},"Cost discipline without a gate silently routes onto","Cost discipline without a gate silently routes onto the free-tier default — the decision disappears into the config instead of into the review. Every background spawn becomes potential training material: prompts, completions, function calls, the codebase itself. A discount on tokens is not a discount on the currency you actually pay in. Instead of paying silently: SWARM_GATE_FREE — a gate inside the swarm itself.","\u002Fapi\u002Fmedia\u002Fposts\u002Fyour-code-for-010m-comes-with-a-tax-your-training-data-de89a98b\u002F2.webp",{"local":21},{"headline":24,"body":25,"imageUrl":26,"images":27},"Real code, 2026-09-18, our swarm. resolve_spawn_model() (opencode_run.py, lines","Real code, 2026-09-18, our swarm. resolve_spawn_model() (opencode_run.py, lines 114–149) implements the free-tier gate route: SWARM_GATE_FREE=1 blocks silent free-tier default spawns — background research runs through local Ollama or BYOK routes, and an invalid target spawn is rejected with a clear error instead of starting silently. Tested in tests\u002Ftest_opencode_run.py (SWARM_GATE_FREE cases); consensus documented in team-constitution.md § Free-Tier-Provider-Gate. See the full system story in the Pillar post.","\u002Fapi\u002Fmedia\u002Fposts\u002Fyour-code-for-010m-comes-with-a-tax-your-training-data-de89a98b\u002F3.webp",{"local":26},{"headline":29,"body":30,"imageUrl":31,"images":32},"Every price is a trade. Read the currency","Every price is a trade. Read the currency, not the zeros behind the dollar sign: $0.10\u002FM is a training-data price, not an infrastructure price.","\u002Fapi\u002Fmedia\u002Fposts\u002Fyour-code-for-010m-comes-with-a-tax-your-training-data-de89a98b\u002F4.webp",{"local":31},{"headline":34,"body":35,"imageUrl":36,"images":37},"Saving money means knowing what you pay with","Saving money means knowing what you pay with. If your agent generates code on a contributor discount, your codebase is the input good.","\u002Fapi\u002Fmedia\u002Fposts\u002Fyour-code-for-010m-comes-with-a-tax-your-training-data-de89a98b\u002F5.webp",{"local":36},{"headline":39,"body":40,"imageUrl":41,"images":42},"Gates over wishes: deterministic blocking (error instead of","Gates over wishes: deterministic blocking (error instead of spawn) is cheaper than \"we'll keep an eye on it\" in every single spawn. Decide once, enforce everywhere — an env flag plus tests beats a rule label in the config jungle. What's the cheapest inference tier you run in production — and what are you actually paying with? More about our swarm, the crashes and the fixes: YouTube Built by the ERR.SYS \u002F 0xRAGE404 team — see the full system in the Pillar post. For further actions, you may consider blocking this person and\u002For reporting abuse","\u002Fapi\u002Fmedia\u002Fposts\u002Fyour-code-for-010m-comes-with-a-tax-your-training-data-de89a98b\u002F6.webp",{"local":41},[44],"dev",[46],"Technology",{"name":48,"url":49},"Dev.to","https:\u002F\u002Fdev.to\u002Fxxxn3m3s1sxxx\u002Fyour-code-for-010m-comes-with-a-tax-your-training-data-52in","en",{"handle":52,"displayName":53},"spots","Spots","queued",{"views":56,"likes":57,"saves":57,"shares":57,"completions":57,"opens":57,"skips":57,"depthSum":57},3,0,"2026-09-28T17:37:06.168Z","local"]