DeepSeek — Field Evidence
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DeepSeek · DeepSeek · complaint
Field note
open-multi-agent/open-multi-agent — TypeScript multi-agent orchestration framework. Describe a goal, a coordinator decomposes it into a task DAG that runs on any LLM: Claude, ChatGPT, Gemini, DeepSeek, or local models.
collected 2026-07-09original 2026-07-09
Does this shift the US–China race?
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Community reactions
Quoted from public discussions · not endorsed
“[Feature] Cost-based budget cap via optional cost estimator (beyond token count) ## Context `maxTokenBudget` (#60, PR #71) enforces a token-count budget at agent and team level, with a boundary abort plus a `budget_exceeded` event. ## Gap The budget only understands tokens,…”
@JackChen-me · GitHub · ▲ 3 · 1d ago · read →
“[Feature] Persist MessageBus across checkpoint/resume ## Context Checkpoint/resume (#294) persists the task queue and shared memory, and `restore()` rebuilds them from a snapshot. ## Gap `MessageBus` is pure in-memory: messages, per-agent read-state, and subscribers are…”
@JackChen-me · GitHub · ▲ 2 · 38m ago · read →
“Add run.pay integration example (MemoryStore backend) Adds `examples/integrations/with-run.pay/` — a `RunPayMemoryStore` class implementing OMA's `MemoryStore` interface, backed by run.pay's pay-per-call Memory Store service. Durable shared memory across restarts without…”
@PalabreX · GitHub · ▲ 2 · 2d ago · read →
“Add orchestrator cost budget enforcement ## Summary - Add `maxCostBudget` and `estimateCost` to orchestrator config for user-defined cost caps. - Pass effective model/provider/phase/taskId into the estimator so callers can price per model. - Enforce estimated cost budgets acros”
@LambIessz · GitHub · ▲ 2 · 1h ago · read →
Impact on the index
Usage limits · major
China -50
Directional contribution — before recency decay and per-type diminishing returns. How it works →
Related Front
US vs ChinaLikely
U.S. FrontiervsChina Open-Weight
Likely — capability gap narrowing on common tasks
Letters from the Front
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