this has become one of my most used prompts recently:
> restate in your own words what you think my goals are and what the problem i'm trying to solve is
We'll be spending a lot more time trying to understand the outputs of language models. A few thoughts, tips & tricks:
Writing. Something I've had success with: Ask your LLM to explain something in ASD-STE100, it's a controlled language specification originally developed for aerospace maintenance documentation. LLMs well-versed in this language and it comes with heavy constraints on clean writing style that I often find a lot more readable. Sometimes I've tried to soften it a bit e.g. ask for "80% of the way to ASD-STE100" because the spec is quite stringent. But even better:
Diagrams / images. Instead of writing, ask your LLM to create a diagram. These can be a lot easier to process, parse, and understand. But even better:
Web pages. Ask for output "in HTML" to get a beautiful, interactive webpage. LLMs are getting really good at frontend and can create beautiful experiences, animations, etc. But even better:
Explainer videos. The output format I am most bullish on is fully custom / bespoke explainer videos generated on any arbitrary topic. Experiment with things like "Create a 3b1b style video explainer on X. Use my ElevenLabs API key for audio narration". (you'd need an API key for the latter or you can ask your LLM to find you decent free alternatives that use your local compute). This is actually starting to work!
In summary:
- As LLMs get better, they will do more and more of the legwork autonomously, and a lot more of our work will rise up the abstractions into oversight and understanding.
- Luckily, LLMs can help here too because as intelligence and code are increasingly abundant, you can ask for large, custom, discardable software artifacts (e.g. web apps, video explainers) that would have never made sense to create before. Push the boundaries here and you'll be surprised.
Incredible work by a KD member.🧑💻
Arkedia
By: Judeen (@judeen13)
Kracked Account: https://t.co/WOjq8b4r9o
Fourteen classic games, from Snake and 2048 to Sudoku and Connect Four, each with its rules, a worked example, real strategy and the idea underneath it. The board to play on sits right beside them. No accounts, no ads, no tracking.
Introducing e2e
The agentic testing framework for any app
~/ npx e2e init
→ Fully Open Source
→ Mix deterministic and agentic APIs
→ Supports web, mobile, and more
→ Bring your own agent and infrastructure
→ Run locally or in CI
https://t.co/G3XB2L8tiC
Introducing Griffin, the first model to pass the video Turing test.
48% of people who talked to it live thought it was a real human. Previous systems have had a pass rate <3%. It is #1 on NVIDIA's benchmark for full-duplex AI video.
It’s the first Human Interaction Model (HIM).
I'm convinced Anthropic made some kind of technical breakthrough for diversity and creativity with Opus 5.5. It's far ahead of the competition and previous Anthropic models.
Left: Opus max, Right: Sol 6.1 max
Introducing Phonon-2: a new standard in speech recognition per byte.
At just a tiny 164MB download, it is more accurate on average than OpenAI's Whisper large ( a model 10X its size)
Transcribe an hour of audio in just 20 seconds on a MacBook Air!
Open weights, CC-BY-4.0, today.
@fermion_ai
Today we’re introducing Gemini 4 Argon.
It delivers frontier performance in complex workflows across real-world software engineering, knowledge work, and cybersecurity defense with an industry-leading 1M token output limit.
Everything we shipped at DevDay 2026:
- Dots
- ChatGPT Space
- Pages
- Teams + team automations
- @ChatGPT in Slack + Microsoft Teams
- Meetings plugin (beta)
- Shareable profiles
- GPT-6.1 Sol
- GPT-6 Astra Ultrafast
- Pro 500
- Sign in with ChatGPT + plan usage in partner apps
- Codex cloud environments
- Refreshed Codex CLI with voice + /agents
- Code Review + automatic reviews + GitLab support
- Codex Security Cloud
- Computer use in the Agents API
- Bedrock Managed Agents powered by OpenAI
- Decisions API (limited preview)
- Plugin extensions: sidebars, panels + file viewers
- Plugin submission + discovery improvements
- MCP events for automations
- MCP extensions SDKs: Python + Node
- Plugins + MCP hosting in Sites
- ZDR with Private Safety Processing
What an incredible time to be building!!
Introducing "cf", an agentic CLI for the entire Cloudflare API.
You can do nearly anything. Even buying a domain is incredibly simple from the CLI.
Don't know what command you need? Run `cf cli search "look at messages stuck in my queue"` and it will return a list of relevant commands.
https://t.co/22z5R5ArEW
Claude Sonnet 5.5 is out! We wrote a guide for building with it:
• choosing between Sonnet 5.5 and Opus 5.5
• migrating from Sonnet 5 and tuning effort
• using it in Claude Code
https://t.co/YAQBD95pF8
I asked Opus 5.5 to explain camera focus by building an interactive lens lab
Here's what it came up with after 1 hour 26 minutes in one shot, $25.66 API cost
https://t.co/uqDgUs8H9h
Move the focus ring and you can see the glass elements shift the sharp plane through the scene