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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.
Inkling is not really that good.. (U.S. Version of GLM 5.2)
Inkling specs: MoE transformer, 975B total / 41B active parameters, trained from scratch on 45T tokens (text, image, audio, video); architecture largely follows DeepSeek V3.
Kimi K3 Launching SOON! (What to Expect)
Rumor: K3 at 2.5T total parameters would make it the largest open-weights model; the "distilled Fable 5" claim is unconfirmed.
Perplexity WANDR Changed the Research Game.. (No more AI slop)
Run WANDR against your research agent before shipping — you need an OpenAI API key plus a Perplexity API key to set up the Hermes agent pipeline the creator used.
Why your AI agent STILL breaks over time
Refresh your `agents.md` manually before each non-trivial run — auto-updating it on a timer destroys observability of what changed.
Which Language is BEST to Prompt Claude?
If you value rigor over warmth, keep prompting Claude in English — it scored 0.22σ total vs. the runner-up Indonesian at 0.18σ.
BREAKING: Stop Using Grok Build IMMEDIATELY
Rotate every API key, database password, and cloud token that lived in any repo you ran Grok Build against — a canary `.env` value surfaced verbatim in captured traffic, and deletion does not invalida…
Did OpenAI nerf GPT 5.6 Sol?
Set GPT-5.6-SOL to `max` instead of `extra high` to recover the previous reasoning tier until OpenAI finishes rolling back to 372k context.
Top AI Models for Vibe Coding (LATEST Tier List)
Lock Fable 5 to plan mode on Cursor and re-pull the repo before every new feature; it plans in fluent English but produces garbage code post-export-ban.
We Tested GPT 5.6 and it was CRAZY
Route serious implementation through GPT-5.6 Soul via sub-agents; Soul scored 7.78 vs Terra's 5.56 and Luna's 4.67 across 9 single-HTML projects.
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.
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.
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.
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.
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.
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.
Claude Fable 5: Honest Review (updated)
Use Fable 5 only for one-shot spec and architecture prompts — never loop it on execution work.
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.
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.
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.
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.
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