Steven Gonsalvez

Software Engineer


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 llm CLI; 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

Signals

  1. v2.1.322
  2. mattpocock/skills: Skills for Real Engineers. Straight from my .agents directory.
  3. Quoting Prompting Claude Fable 5.2
  4. 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…
  5. Amazon saves millions by replacing Sonnet 4.6 with Strands Decider
  6. 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…
  7. llm-anthropic 0.31
  8. 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…
  9. pingdotgg/t3code
  10. As an Agentic AI Engineer in 2026. Please learn: 1. Context engineering & memory: what enters the context window, what gets summarised, wha…
  11. MD Context Manager with Embedded CLI - Kanban Pro
  12. rust-v0.169.0-alpha.8
  13. 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…
  14. 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…
  15. "Tab complete" prompt suggestions are now in T3 Code as an experimental toggle :) https://t.co/egicjw3kEE
  16. 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…
  17. garrytan/gbrain: Garry's Opinionated OpenClaw/Hermes Agent Brain
  18. RT @0xSero: T3Code has a grok bot type experience built in for environments..... I can take over from my macbook. Thanks everyone who worke…
  19. Really interesting though: when you switch to "code only" mode (only uses code benches), the gap gets way smaller Also worth noting that xh…
  20. Solution to the compaction/200k issue in Chat/Cowork, NOT in Code?

Sources & citations

x21210
rss1404
github333
reddit252
hackernews301
show_hn400
github_search200
swipe200
yc-rfs110
gmail90
yc-launch40
seed_urls10
crackscan00
ossinsight00
reddit_users00
total54520