CEREBRO
machine-read, human-curated
Researched and written with 313,408 tokens (in 10 · out 29,043 · cache-read 66,585 · cache-create 217,770) across 5 Claude calls
Coding agents: model releases and prompting
- Quoting Prompting Claude Fable 5.2: Anthropic's guide says Fable 5.2 follows what the prompt says about code ownership, so framing the codebase as yours changes how bold its edits are.
- Simon Willison on the same tip: telling Fable 5.2 "This codebase is yours" makes it less cautious when improving existing code, so read the updated prompting guide on every new model.
- llm-anthropic 0.31: adds Fable 5.2 and Mythos 5.2 support to the
llmCLI; Fable 5.2 currently ranks first on Artificial Analysis. - Code-only benchmark thread: the gap between models shrinks on code-only benches, and xhigh/max effort score worse than high on code, so don't default to max effort for coding.
- Opus 5.5 vs Codex in T3 Code: Theo charts Opus 5.5 overwhelmingly dominating Codex usage over time in T3 Code, which is a usage signal, not a benchmark.
Plan limits and cost
- Ultra plan value thread: the $200 Ultra plan yields about $15,000 of Opus 5.5 but only about $3,000 of Fable 5.5, with Fable capped at 50% of the weekly limit, so Opus is the better value for bulk work.
- 1.1M request analysis: the numbers behind the plan-value claim come from 1.1M real Anthropic API requests on an Ultra sub, so they carry real weight.
- Amazon replaces Sonnet 4.6 with Strands Decider: a ~98% cost cut on ticket labeling; commenters note it is really a return to cheap classifiers, and the "millions" only holds at about 92M tickets a year.
Agent harnesses and control surfaces
- pingdotgg/t3code: an "agent harness control surface" with mobile, web and desktop apps that drives your local Claude Code, Codex, Cursor, OpenCode and others via their existing subscriptions.
- T3 Code remote control overhaul: cmd+k "mcp" sets up a connector so any agent can control T3 Code from another device.
- T3 Connect MCP auth: the MCP link now authorizes through your T3 Connect account instead of copy-pasted pairing codes, which makes pairing environments far easier.
- T3Code takeover from a laptop: a user reports taking over remote environments from a MacBook through a built-in bot-style experience.
- T3 Code "tab complete" prompts: experimental toggle for tab-complete prompt suggestions in the harness.
- Codex rust-v0.169.0-alpha.8: another alpha of the Rust Codex CLI; the release page captured no useful notes.
- Claude Code v2.1.322: a new Claude Code release, but the captured page shows no changelog, so check the notes directly.
Skills, memory and context engineering
- mattpocock/skills: small, composable, model-agnostic agent skills for real engineering, pitched against process-owning frameworks like GSD, BMAD and Spec-Kit.
- garrytan/gbrain: self-hosted, MIT-licensed shared memory for your agents, with sourced facts, corrections and withdrawal, starting from keyword retrieval and adding semantic search later.
- Agentic AI Engineer 2026 checklist: argues for learning context engineering and strict tool schemas, because agents otherwise re-read files every loop or forget earlier constraints.
- Compaction/200k fix in Chat/Cowork: a Reddit thread on working around the 200k compaction limit in Chat/Cowork, which Code doesn't have.
CLI/TUI
- MD Context Manager with Embedded CLI (Kanban Pro): a markdown context manager with a built-in CLI for Claude workflows; the post has no body text, so treat it as low-signal until you see a demo.
Signals
- v2.1.322
- mattpocock/skills: Skills for Real Engineers. Straight from my .agents directory.
- Quoting Prompting Claude Fable 5.2
- Overhauled the flow for controlling T3 Code from other devices :) You can now cmd+k "mcp" to set up the connector for whatever agents you w…
- Amazon saves millions by replacing Sonnet 4.6 with Strands Decider
- All my math here was done by analyzing over 1.1 million real requests to the Anthropic APIs using my Ultra $200 sub. I will continue to sha…
- llm-anthropic 0.31
- The complete and utter domination of Opus 5.5 is hard to put into words. I charted out the split of Codex vs Claude in T3 Code over time. N…
- pingdotgg/t3code
- As an Agentic AI Engineer in 2026. Please learn: 1. Context engineering & memory: what enters the context window, what gets summarised, wha…
- MD Context Manager with Embedded CLI - Kanban Pro
- rust-v0.169.0-alpha.8
- RT @jullerino: Made it so you can authorize the MCP link with your T3 Connect account instead of copy-pasting pairing codes. Pairs very wel…
- The $200 Claude Ultra plan gets you $15,000 of Opus 5.5 in a month, but only around $3,000 of Fable 5.5. Even ignoring that Fable is restri…
- "Tab complete" prompt suggestions are now in T3 Code as an experimental toggle :) https://t.co/egicjw3kEE
- When Anthropic release a new model it's always worth taking a look at their updated prompting guide - here's an entertaining tip to make Fa…
- garrytan/gbrain: Garry's Opinionated OpenClaw/Hermes Agent Brain
- RT @0xSero: T3Code has a grok bot type experience built in for environments..... I can take over from my macbook. Thanks everyone who worke…
- Really interesting though: when you switch to "code only" mode (only uses code benches), the gap gets way smaller Also worth noting that xh…
- Solution to the compaction/200k issue in Chat/Cowork, NOT in Code?
Sources & citations
| Source | Fetched | In briefing |
|---|---|---|
| x | 212 | 10 |
| rss | 140 | 4 |
| github | 33 | 3 |
| 25 | 2 | |
| hackernews | 30 | 1 |
| show_hn | 40 | 0 |
| github_search | 20 | 0 |
| swipe | 20 | 0 |
| yc-rfs | 11 | 0 |
| gmail | 9 | 0 |
| yc-launch | 4 | 0 |
| seed_urls | 1 | 0 |
| crackscan | 0 | 0 |
| ossinsight | 0 | 0 |
| reddit_users | 0 | 0 |
| total | 545 | 20 |