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Search the curated companion library by tool, model, takeaway, or workflow. Each page includes written notes, key takeaways, and course links for practical follow-through.
Grok 4.5 is HERE! (Real Tests and Review)
Pick Grok 4.5 for any pipeline that scrapes, aggregates, or reviews X data — it caught the `time window consistency` bug in a smolnews-style pipeline on first pass.
Grok 4.5 + Hermes Agent = INSANE Research Combo
Pick the X Premium Plus OOTH route over the news-portal subscription to fold Grok 4.5 into the weekly Super Grock limit instead of paying per request.
Anthropic extends Fable 5 after we already finished our limits...
Re-architect every agent so Fable 5 is called **once per task**, not once per step, then hand the spec.md to Sonnet 5, Minimax M3, or GLM 5.2.
GPT 5.6 Launching SOON! (What to Expect)
If a Cyber/bio prompt feels sluggish or off-target, suspect routing to GPT-5.5, not to Tara — OpenAI stated stronger safeguards but did not promise Tara handles those domains.
AI Agent Benchmarks Are Finally Getting Real
Benchmark every agent against the Zapier 657-task suite before deploying — anything below 48% is failing business rules on roughly half your tasks.
Tencent Hy3 Review: Fast, but not very smart?
Skip Hy3 for one-shot coding — stick with GLM 5.2 unless you can surround it with MCP servers and external APIs.
DECODO MCP Guide - Use This AI Tool To Scrape ANYTHING
Choose MCP over a custom skill so Decodle can "automatically update itself" and expose new scraping endpoints without reconfiguration.
Hermes Agent Sessions Pruning Guide (Do This NOW)
Set auto-prune retention to **30 or 90 days** in the dashboard — do not stay on the 7-day default.
Best AI Vibecoding Setup (for websites)
Write a single spec document with GPT-5 first, then commit it so cheaper agents can execute against it — don't prompt each agent from scratch.
AI Coding Agents Just Changed (Full-Stack)
Run any coding agent you use today on arena.ai's `Full Stack Code Arena` with a real DB + API key task before renewing your subscription — frontend mocks are no longer the metric.
Claude Fable 5: Honest Review (updated)
Use Fable 5 only for one-shot spec and architecture prompts — never loop it on execution work.
Claude Code Multi-Provider Setup Guide (GLM 5.2, MiniMax M3 and more)
Run `echo $SHELL` before editing your profile — if it prints anything other than `/bin/bash`, put the API keys in `~/.zshrc` or the matching file instead of `~/.bashrc`.
Fable 5 is NOT good
Skip Fable 5 until Anthropic lifts the safety margin — every real refactor the creator ran tripped the downgrade.
Claude Fable 5 is BACK (How we're USING IT BETTER)
Use Fable 5 only on `extra high` for the first 1–3 prompts of a project, then hand off to GLM 5.2 or Kimmy 2.7 to stay under the 50% weekly cap before July 7th.
Nvidia just REVOLUTIONIZED AI but no one is talking about it...
Pull Nvidia's two-tower 30B checkpoint from Hugging Face and benchmark it against your current auto-regressive baseline in diffusion mode before evaluating production fit.
Hermes Agent Update v0.18 is HUGE! (Judgment Release)
Configure your MOA preset in the Hermes dashboard before running `/MOA` — the default aggregator routes through OpenRouter and will silently fail if you have no OpenRouter keys loaded.
GLM 5.2 + ZCode is HERE (Better than Claude Code?)
Test ZCode on a GLM coding plan before paying for Claude Code — the 1.5x quota bump and 0.67x off-peak rate will skew your unit-economics comparison in favor of ZCode.
Fortune 500 Just Deployed 10,000 AI Agents. You’re Already Behind.
Adopt the fan-out / aggregate / validate pattern from Cognition's Devin security swarm for any codebase or document workflow over ~1,000 artifacts, instead of single-agent sweeps.
LangChain Just SOLVED The AI Memory Problem..
Install LangChain's `Open Wiki` via `npm` today and point your coding agent at the generated docs instead of letting it grep the whole tree.
If Meta Perfected AutoResearch, your agent CAN TOO!
Treat the 78% peak / 61% average word accuracy across 9 volunteers as a lab benchmark, not a consumer claim — wait for non-controlled trials before any product planning.
Hermes Agent + Decodo = POWERFUL Web Scraping
Claim the free Decodo plan first (2,000 requests, full year, no credit card) before paying anything — the creator ran 2,700 requests for only $2.48 at 99.3% success.
Hybrid-model harness for coding is the standard now
Stop benchmarking one model per agent — adopt Cognition Devin Fusion's `35% cost reduction` pattern with a planner-plus-cheap-subtask architecture.
interning at an AI tech company in Hong Kong
Use Minimax as your default Claude client for personal dashboards and aggregation pipelines — Chris shipped both inside 2 days.
China AI Open Models are AGGRESSIVELY Accelerating
Switch at least one non-trivial workload to GLM-5.2 this week and benchmark it against Opus 4.8 before committing further to a single frontier API.
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