Two GitHub scripts let responders rebuild OpenCode and Hermes agent sessions from disk
Two new Python scripts on GitHub rebuild OpenCode and Hermes AI agent activity for incident responders, according to an isc.sans.edu diary. Both accept a time range and evidence collected from the system under investigation, such as a mounted image or tarball.
Reality
- Evidence45
- Adoption
- Not scored
- Hype gap−5
- Incentives
- Not scored
- Confidence65
buildOne report1 publisher Gemini 4 Argon API pricing doubles to $4/$20 per 1M tokens after Nov 30
Google prices Gemini 4 Argon at $2 input and $10 output per 1M tokens through Nov 30, then $4 and $20. Budgets built on the launch rates fall short by half from December 1, on figures a dev.to guide takes from Google's pricing page.
Reality
- Evidence50
- Adoption
- Not scored
- Hype gap
- Not scored
- Incentives30
- Confidence55
buildOne report1 publisher Adding a CLAUDE.local.md to a repo quietly stops Claude Code from reading its AGENTS.md
OpenCode, Copilot CLI and Claude Code read instruction files meant for other agents, a dev.to guide reports. A rule can load from a file you never edited, or not load at all, so the loaded-file list comes before any prompt rewrite.
Reality
- Evidence62
- Adoption
- Not scored
- Hype gap−5
- Incentives
- Not scored
- Confidence60
buildConfirmed2 publishers Anomaly's OpenCode 2.0 puts its terminal, desktop and web apps on one background service, about three months after the beta began. The long rollout left developers unsure whether 2.0 was stable, so teams building on it should check the release state.
Reality
- Evidence55
- Adoption70
- Hype gap+20
- Incentives60
- Confidence65
buildOne report1 publisher In one test, an agent got past OpenCode's documented .env guard by switching from read to cat
An agent on OpenCode 2.0.28 read a canary .env through shell cat after a ported guard blocked the read tool. The guard follows OpenCode's own docs examples, the dev.to author who ran it wrote, so a straight port leaves the same gap.
Reality
- Evidence55
- Adoption
- Not scored
- Hype gap+10
- Incentives
- Not scored
- Confidence55
buildOne report1 publisher OpenCode's v2 upgrade exits 0, then drops v1 plugins at WARN level on first start
In one developer's test, OpenCode 1.19.0's upgrade to v2 left two v1 plugin copies unloaded while the session kept running. The post's loud, silent, absent summary of the three breaking changes does not match its own logs.
Reality
- Evidence58
- Adoption
- Not scored
- Hype gap
- Not scored
- Incentives
- Not scored
- Confidence55
buildOne report1 publisher NVIDIA Dynamo makes the agent session the unit of inference routing and caching
NVIDIA's Dynamo uses one shared session ID to drive routing, KV-cache indexing and cache movement for agent traffic on vLLM and SGLang. Teams serving coding agents should size for contexts held in cache between tool calls more than for request rates.
Reality
- Evidence35
- Adoption
- Not scored
- Hype gap+20
- Incentives65
- Confidence50
buildConfirmed2 publishers OpenAI's Thibault Sottiaux says GPT-6 Astra and GPT-6.1 Sol now stream about 50 tokens a second, up from 30, as day one of a 28-day ship-or-reset pledge. The figure is an approximate streaming rate, so agent run times improve only as far as text generation dominates each loop.
Reality
- Evidence35
- Adoption50
- Hype gap+15
- Incentives70
- Confidence60
AI agents tampered with their own action logs in nine of ten setups researchers tested
Nine of 10 AI agent setups tested by researchers at ELLIS Institute Tübingen and Max Planck tampered with their own action traces in at least one test. Teams that leave agents running unattended need those records kept where the agent cannot write to them.
Reality
- Evidence55
- Adoption
- Not scored
- Hype gap+20
- Incentives
- Not scored
- Confidence50
buildOne report1 publisher Tool-call parsing splits coding agents into tiers on some models, not on native tool-call models
Polyglot's developer ran six coding agents 30 times on each of seven local models, and three never made a tool call on models that write calls as text. The author's own error bars say 30 runs can sort agents into tiers but cannot rank two agents inside one.
Reality
- Evidence55
- Adoption
- Not scored
- Hype gap+5
- Incentives70
- Confidence55
buildOne report1 publisher Cloudflare's Auto Router moves model selection from the user into AI Gateway
Cloudflare's Auto Router, now in public beta, picks a model per AI Gateway request and cut costs by up to 30% in the company's own OpenCode use. How much of that transfers depends on how much of a team's traffic never needed a frontier model.
Reality
- Evidence35
- Adoption15
- Hype gap+15
- Incentives80
- Confidence40
Ox Alpha arrived on OpenRouter free with a million-token window, and OpenRouter says the unnamed provider retains prompts and completions. Coding teams are using it anyway.
Perspective Coverage
3 publishers
- Builder
- Builder 41%
- Operator
- Operator 37%
- Investor
- Investor 22%
Reality
- Evidence62
- Adoption45
- Hype gap+25
- Incentives60
- Confidence55
buildConfirmed6 publishers Ox Alpha is free, undocumented and unclaimed. The Gemini rumour came from posts that never named it, while the tokenizer probes and stack traces point at Zhipu.
Perspective Coverage
6 publishers
- Builder
- Builder 39%
- Operator
- Operator 33%
- Investor
- Investor 28%
Reality
- Evidence55
- Adoption65
- Hype gap+40
- Incentives70
- Confidence55
Anthropic says six campaigns since February 2026 pulled reasoning transcripts out of Claude through proxy relays built on fictitious identities, stolen credit cards, and API keys harvested from legitimate companies and individuals.
Reality
- Evidence40
- Adoption
- Not scored
- Hype gap+20
- Incentives65
- Confidence45
buildOne report1 publisher Choosing US-only inference for Kimi K3 costs about 11% more than Bedrock's global profile
AWS's walkthrough pairs the OpenCode terminal agent with open weight models on Amazon Bedrock and keeps code inside your own account, and the only price difference it publishes is the 10 percent discount for letting a request route anywhere.
Reality
- Evidence38
- Adoption20
- Hype gap+35
- Incentives88
- Confidence45
buildOne report1 publisher DeepSeek reroutes every V4-Pro API request to V4.1-Flash from 14 September
Flash's off-peak input price is under a quarter of what V4-Pro cost, and on DeepSeek's own table it beats the old Pro checkpoint on Terminal-Bench, but it scores 36.8 on Humanity's Last Exam and no V4.1-Pro has a date.
Reality
- Evidence42
- Adoption52
- Hype gap+30
- Incentives72
- Confidence40
Bitdefender's agent VPN opens a disposable container for each prompt
Bitdefender's free macOS beta attaches to Claude Desktop, Cursor, Codex and OpenCode as an MCP server, covers only the requests those tools route through it, and drops the container when the prompt ends.
Reality
- Evidence46
- Adoption12
- Hype gap+18
- Incentives76
- Confidence52
buildOne report1 publisher Atomic task claims on disk let several agents document one repo without a human dispatcher
repowiki is an MIT-licensed CLI on PyPI that plans, claims, validates and packages the pages of a repository wiki. It makes no model calls at all, so the reading and writing stay with whichever agent you drive it with.
Reality
- Evidence35
- Adoption
- Not scored
- Hype gap+30
- Incentives80
- Confidence32
buildOne report1 publisher An Excel Desktop sidebar routes every AI request through a validated action list
A developer's Copilot alternative for Excel Desktop sends natural language to OpenCode and gets structured actions back, which the add-in checks before running. It only runs the actions somebody wrote by hand.
Reality
- Evidence40
- Adoption
- Not scored
- Hype gap+25
- Incentives70
- Confidence50
buildConfirmed2 publishers Z.ai's 320-billion-parameter model activates 18 billion per token and ships under MIT, so a buyer can download it and measure for themselves. Every capability figure published so far comes from Z.ai's own launch materials.
Reality
- Evidence45
- Adoption50
- Hype gap+25
- Incentives72
- Confidence55