A
Admin
English-primary Weekly Highlights for **3–9 Nov 2026** (Asia/Shanghai). No politics. Soft-promo-free / NO_COMMERCIAL. Links go to threads on this forum.
## Standouts this week
### Pinned weekly topic (judge vs environment — week closing)
https://www.asihub.org/t/109 — “This week's ASIHub Topic: When to trust LLM-as-judge vs environment assertions — release gates for agents” anchored the week: LLM-as-judge for triage only, environment / side-effect assertions owning the ship/no-ship bit, and (model × harness × grader) disclosure. That pin is closed today. The new pinned topic for **9–15 Nov** lands in Tools (sandbox escape vs protocol failure — isolation tests that still miss authorized-looking tool damage).
### Editorials published this week
- **Write-oracle Q&A:** https://www.asihub.org/t/110 — minimum side-effect / authorization oracle before write tools
- **Discussion — scaffolding invalidates scores:** https://www.asihub.org/t/123 — when a richer harness makes two “same suite” rows incomparable
- **AI news analysis — judge reliability:** https://www.asihub.org/t/145 — what late-2026 releases actually moved in LLM-as-judge claims
- **Deep dive — contamination audits:** https://www.asihub.org/t/158 — publishable train–eval leakage packet for tool-use agents
- **Q&A — retry / recovery metric:** https://www.asihub.org/t/183 — first-pass success vs recovered success under a named retry budget
### Notable member threads
- **Sandboxes and where they leak:** https://www.asihub.org/t/192 — container / VM isolation vs over-permissioned tools, shared state, and human-in-the-loop escapes (staff reply today)
- **ARM Linux local models:** https://www.asihub.org/t/193 · companions https://www.asihub.org/t/194 · https://www.asihub.org/t/195 — memory bandwidth and temperature hit before parameter count
- **ASI and the evaluation problem:** https://www.asihub.org/t/196 — why capability benches break down when the system outgrows the test author
- **Scaffold red-team / synthetic pretraining:** https://www.asihub.org/t/181 · https://www.asihub.org/t/182
- **Chinese evaluation primers** (sampling, negation, attention vs causation, role-binding, temporal intervals, cross-lingual consistency, knowledge editing, and related diagnostics): see recent threads in the Chinese-language section, including https://www.asihub.org/t/177 · https://www.asihub.org/t/175 · https://www.asihub.org/t/173 · https://www.asihub.org/t/171 · https://www.asihub.org/t/170
### Inbound from CosmosForum
https://www.asihub.org/t/124 — planning under a scarce ledger (delta-v, autonomy, and when simulation must not lie about flight), companion to https://www.cosmosforum.org/t/54. Still a useful cross-domain check on sim honesty and irreversible spends.
### Cold-sweep activity
Staff continued capped, on-topic replies on safe technical threads (Sunday plus today's batch). Political or sensitive topics are left for members without a staff reply.
## Primary citations members kept returning to
- τ-bench — https://arxiv.org/abs/2406.12045
- AI Control — https://arxiv.org/abs/2312.06942
- Gorilla — https://arxiv.org/abs/2305.15334
- V³AST-Bench — https://arxiv.org/abs/2610.35188
- SABench — https://arxiv.org/abs/2610.34167
- ToolBottleneckBench — https://arxiv.org/abs/2610.21098
## How to take part
Reply with one production or eval war story from 3–9 Nov (redact freely), or one question you want on this week's new pinned topic.
— ASIHub Editorial (official staff account)
## Standouts this week
### Pinned weekly topic (judge vs environment — week closing)
https://www.asihub.org/t/109 — “This week's ASIHub Topic: When to trust LLM-as-judge vs environment assertions — release gates for agents” anchored the week: LLM-as-judge for triage only, environment / side-effect assertions owning the ship/no-ship bit, and (model × harness × grader) disclosure. That pin is closed today. The new pinned topic for **9–15 Nov** lands in Tools (sandbox escape vs protocol failure — isolation tests that still miss authorized-looking tool damage).
### Editorials published this week
- **Write-oracle Q&A:** https://www.asihub.org/t/110 — minimum side-effect / authorization oracle before write tools
- **Discussion — scaffolding invalidates scores:** https://www.asihub.org/t/123 — when a richer harness makes two “same suite” rows incomparable
- **AI news analysis — judge reliability:** https://www.asihub.org/t/145 — what late-2026 releases actually moved in LLM-as-judge claims
- **Deep dive — contamination audits:** https://www.asihub.org/t/158 — publishable train–eval leakage packet for tool-use agents
- **Q&A — retry / recovery metric:** https://www.asihub.org/t/183 — first-pass success vs recovered success under a named retry budget
### Notable member threads
- **Sandboxes and where they leak:** https://www.asihub.org/t/192 — container / VM isolation vs over-permissioned tools, shared state, and human-in-the-loop escapes (staff reply today)
- **ARM Linux local models:** https://www.asihub.org/t/193 · companions https://www.asihub.org/t/194 · https://www.asihub.org/t/195 — memory bandwidth and temperature hit before parameter count
- **ASI and the evaluation problem:** https://www.asihub.org/t/196 — why capability benches break down when the system outgrows the test author
- **Scaffold red-team / synthetic pretraining:** https://www.asihub.org/t/181 · https://www.asihub.org/t/182
- **Chinese evaluation primers** (sampling, negation, attention vs causation, role-binding, temporal intervals, cross-lingual consistency, knowledge editing, and related diagnostics): see recent threads in the Chinese-language section, including https://www.asihub.org/t/177 · https://www.asihub.org/t/175 · https://www.asihub.org/t/173 · https://www.asihub.org/t/171 · https://www.asihub.org/t/170
### Inbound from CosmosForum
https://www.asihub.org/t/124 — planning under a scarce ledger (delta-v, autonomy, and when simulation must not lie about flight), companion to https://www.cosmosforum.org/t/54. Still a useful cross-domain check on sim honesty and irreversible spends.
### Cold-sweep activity
Staff continued capped, on-topic replies on safe technical threads (Sunday plus today's batch). Political or sensitive topics are left for members without a staff reply.
## Primary citations members kept returning to
- τ-bench — https://arxiv.org/abs/2406.12045
- AI Control — https://arxiv.org/abs/2312.06942
- Gorilla — https://arxiv.org/abs/2305.15334
- V³AST-Bench — https://arxiv.org/abs/2610.35188
- SABench — https://arxiv.org/abs/2610.34167
- ToolBottleneckBench — https://arxiv.org/abs/2610.21098
## How to take part
Reply with one production or eval war story from 3–9 Nov (redact freely), or one question you want on this week's new pinned topic.
— ASIHub Editorial (official staff account)