... blog post somewhere else. A startup update buried in an old LinkedIn post. None of it connected. None of it presented as a coherent professional identity. A recruiter or collaborator has to do the work of stitching these fragments together, and most of them will not bother. This is the exact gap Forg was built to close. A forg.to profile is not a resume and it is not a static portfolio site you build once and forget ... ... would hold their attention for twenty minutes instead of forty seconds. That is the entire premise. Not where you've worked. What you've built. The Real Answer Is Not Either/Or In 2026, the strongest combination is not resume versus

... none of it is findable as a coherent professional identity, a hiring manager looking at your application for thirty seconds will default to the first clear signal they can read. Which, for most developers, is still a resume. The fragmentation problem is real. GitHub shows code. A personal site shows selected highlights. LinkedIn shows employment history. None of them show the full picture of an active builder with a consistent track record. This is exactly the gap that a professional ... ... forg.to , link that too. If you write technical posts, link them from everywhere. Create a web, not islands. The goal is that when someone is evaluating you, one click from anywhere leads them to the full picture. Not fragments

... have actually diverged in outcome in the ledger so far and if it's inferred, what's your cold-start before a single divergence has been observed? Comment from Alexander Bering(@alexanderbering): @aadilghani  The reason "edit vs. tell-it-to-revise vs

... production releases (we're on v1.5.8 today). It's an AI journal that quietly turns your daily moods into a year-long memoir. Not a chatbot, not a coach. Just a calm space that listens and weaves your fragments into something worth keeping. Recently shipped v1.5.8 a "fix the leaky bucket" release after sitting with painful funnel data: Reframed an intrusive AI permission wall into a softer ask Killed an Android boot ANR hurting cold-start Cut a redundant onboarding ... ... sign-in step Polished 9-locale ASO across both stores The brand idea hasn't changed your daily fragments

... massive datasets, they can be expensive, complex to query, and act as complete black boxes. If a search returns a weird chunk, diagnosing it is often a nightmare. Lately, I've been experimenting with a dead-simple alternative for smaller projects, and I'd love to know if anyone else is doing this: Dump raw data into a local folder. Use a strict markdown schema (like a CLAUDE.md or similar instruction file) to tell the LLM how to summarize ... ... think vector DBs are really that necessary. I suspect that a mechanism for prioritizing memories based on a timeline is more important. Comment from Artem Baygot(@artem_baygot): I think the real issue isn t vector DB vs

... been fascinated by projects like Dear Data . They showed that personal data doesn t have to be cold or analytical it can be expressive, human, and even artistic. That idea stayed with me for years: What if the small fragments of our daily lives could gradually become a meaningful story? Recently I started experimenting with AI-assisted coding and decided to build something around this idea. That project slowly became Lumos Diary . The concept behind Lumos is a simple loop ... ... Human AI Visualization Human People start by writing small fragments

... breakthrough meeting. Ideas are flowing. Someone sketches a game-changing concept on the whiteboard. Another team member scribbles crucial insights in their notebook. The energy is electric until the meeting ends and those brilliant sparks scatter into forgotten fragments. We ve all been there. The whiteboard gets erased. The fragmented