Ignat
38 posts

Ignat
@ignat_en
Co-founder at Combra AI, building the memory for your company. Father, husband. If you're not busy being born, you're busy dying.




Introducing the Open Knowledge Format (OKF), an open specification that formalizes the LLM-wiki pattern into a portable, interoperable format. AI is only as smart as the context we give it. As we build more advanced, agentic AI systems, they need accurate metadata and context to be useful. But in most organizations, that context is locked inside fragmented data catalogs, isolated wikis, scattered code comments, or the minds of senior engineers. Every time a new AI agent is built, teams are forced to solve the exact same context-assembly problem from scratch. To solve this, we've announced OKF, a vendor-neutral, open specification that formalizes the "LLM-wiki pattern" into a portable, interoperable format. It provides a standardized way to represent the enterprise knowledge that modern AI systems rely on. — Just markdown: readable in any editor, renderable on GitHub, indexable by any search tool — Just files: shippable as a tarball, hostable in any git repo, mountable on any filesystem — Just YAML frontmatter: for the small set of structured fields that need to be queryable: type, title, description, resource, tags, and timestamp We’ve also shipped reference implementations to help you hit the ground running, including an enrichment agent for BigQuery, a static HTML visualizer, and live sample bundles on @github → goo.gle/4uGvAEe ➕ Knowledge Catalog can now natively ingest OKF! Stop reinventing data models and building bespoke integrations for every new AI tool. Here's more about how OKF works → goo.gle/4uGvBbg

You’ll never achieve anything if you are afraid of being cringe Then again this is from someone trying to use looksmaxxing to achieve outsize return, good luck with that

my one Slack feature request- don't preview HTML as a scary text blob, I find myself wanting to sending coworkers HTML files that Claude generates pretty often, but the click through rate is horrendous

Banning social media for teenagers only puts them in greater danger. Teens are forced to switch to VPNs — and unlock far worse illegal content. We’ve seen this before. When the Russian government banned Telegram, 95% of Russian teenagers kept using it. They just moved to VPNs.




you’re a multimillionaire paid by multibillionaires to DEFEND a trillionaire.


I’ve been doing “loops” for a while now. I don’t do much traditional prompting. Most of my prompts are barely a sentence expressing an outcome. - my orchestrator prompts parallel agents - my computer use verifier gives it feedback - my security, production, and SEO agents generate prompts for fixes The industry is typically 3-6 months behind what we’re doing at Replit.
















