GABO

1 VAGUE WORD IS WHY YOUR AI LOOP NEVER FINISHES THE JOB A loop doesn't stop at the first answer like a normal prompt does. It keeps checking its own work, correcting itself, until a specific goal is actually met. In Claude Code, this is exactly where the whole discipline shifts from writing instructions to designing a system that grades itself. - 1 word breaks a loop before it starts: GOOD, the AI can't self-grade a subjective target, it needs a number or checklist instead - 3+ verified sources required per claim, the AI clicks every link itself before it's allowed to stop - 7 parts a real loop needs to run daily without rebuilding it: context, first output, how it's checked, what happens if weak, what gets save, when it stops, what needs human approval It's about designing the system that catches its own bad work before you see it

FINISHED THE 12-MONTH ROADMAP? HERE’S WHERE TO ACTUALLY FIND THE AI ENGINEERING JOB AFTERWARD Roughly 70% of tech AI engineering jobs get filled before they ever reach LinkedIn Three places built around that hidden market: - Dice: connects directly to Claude, so instead of scrolling and guessing keywords, you describe the role you want and let Claude search their tech-only database and help tailor your application to what the listing actually asks for - Work at a Startup (YC): since these are early-stage YC-backed startups, you can message founders directly instead of going through a recruiter, no ATS black hole & waiting weeks for a reply - Hiring Cafe: pulls listings straight from company career pages instead of aggregating from other job boards, so a role disappears the moment it’s filled, what you see is genuinely still open go find something

@Degen_calls_sol We got GPT-6 before GTA 6 😭

I FOUND A GPT-6 LEAK ON KOREAN TWITTER AND THE CLAIM IS WILD. According to the post, GPT-5.6 may be the final version of the GPT-5 line. The next jump is not supposed to be another small 5.x upgrade. The leak claims GPT-6 is targeting launch within a few weeks, earlier if possible. It also says OpenAI is training a completely new model designed to beat Anthropic’s upcoming Mythos model. The detail most people miss: the important part is not the name GPT-6. It is the claim about a new pre-training base. If true, this means OpenAI is not just polishing the current line. It is moving to a much larger foundation that could make the whole GPT-5.x family look like a transition layer. Most people are watching model launches like product updates. The real race is deeper: new bases, new reasoning stacks, and new systems built to beat the next Anthropic frontier model before it lands. No one should treat a screenshot as confirmed roadmap. But if even half of this is real, GPT-5.6 is not the destination. It is the last checkpoint before the next architecture war.

@Degen_calls_sol I only use 4 too, but maybe it’s worth considering 7

@gaboweb3 I used only 4 lol

7 LEVELS OF MEMORY EXIST FOR CLAUDE CODE, 4 COVER 99% OF PEOPLE This walks through building level 5: chunk your files, embed them, store them in Chroma, get sourced answers back with the exact file they came from. Here’s where it fits in the full stack: • Level 1-4 come first: auto-memory, claude.md, split state files, then an Obsidian vault, level 4 alone covers 99% of use cases • Level 5 earns its place once Obsidian stops scaling: 500-word chunks, 100-word overlap, 384 numbers per embedding, cutting token use by 80% • Level 6 goes further: explicit relationships between documents, Graph RAG setups like LightRAG show up to 100% better results on relationship-heavy questions And here’s the part worth knowing before you build past this: • Level 7, multimodal and agentic RAG, is explicitly overkill for individual developers, the same breakdown that maps all 7 levels says most people should stop well before it.

@KathNielUpdater exactly

@gaboweb3 Yeah, the loop can't converge if the goal isn't clearly defined. It just keeps spinning.

1 VAGUE WORD IS WHY YOUR AI LOOP NEVER FINISHES THE JOB A loop doesn't stop at the first answer like a normal prompt does. It keeps checking its own work, correcting itself, until a specific goal is actually met. In Claude Code, this is exactly where the whole discipline shifts from writing instructions to designing a system that grades itself. - 1 word breaks a loop before it starts: GOOD, the AI can't self-grade a subjective target, it needs a number or checklist instead - 3+ verified sources required per claim, the AI clicks every link itself before it's allowed to stop - 7 parts a real loop needs to run daily without rebuilding it: context, first output, how it's checked, what happens if weak, what gets save, when it stops, what needs human approval It's about designing the system that catches its own bad work before you see it

@Degen_calls_sol 100% agree

@gaboweb3 Loops are really lifechanging

GROK 4.5 JUST LAUNCHED AND CHATGPT LOST ON THE FIRST HEAD-TO-HEAD SpaceXAI just announced Grok 4.5, their first model built specifically for coding and agents. Ran it against ChatGPT on the same task and Grok won by a mile - Same prompt: ChatGPT burned time chasing outdated sources, Grok 4.5's DeepSearch scanned 11 web pages and had it verified in 8 seconds - Launch pricing: $2 per million input tokens / $6 per million output, Elon's team puts the intelligence tier at roughly Opus 4.7 - Free right now on Cursor and Grok Build, no subscription wall to test this yourself today And here's the part nobody's pricing in yet: it's already wired into Word, PowerPoint, Excel, OpenRouter, Vercel, and Cloudflare

3 COMMANDS BUILD YOU AN ENTIRE AI OPERATING SYSTEM. 0 ENGINEERING BACKGROUND NEEDED Claude Code plus two open tools turn scattered notes and files into a full command center a war room you own outright - 1 command (graphify) turns 100% of your Claude Code files into a knowledge graph Obsidian + Graphify - 1 framework (Paul) replaces what normally takes a 5-figure dev contract same architectural discipline as a senior engineer - 1 local build runs on just your machine, 0 hosting costs, until you're ready to go live Deploy that same build on Railway or Vercel, attach your own domain, reskin it and the $0 tool you built for yourself becomes a product with a price tag

What's your must-have number in Keno? I will start: 21

@rolly_onchain @mudrakX only 9

Early view, who dis?

@rolly_onchain so comfortable

Introducing Rolly Originals. The first games with logic, RTP and randomness proven onchain with ZK. Built with one goal: make every bet, result and payout fully provable. Available at Rolly Beta.

@rolly_onchain Rolly ❤️

Maximize your share of the $30K Early Rollers Race pool with a strong wallet. Your wallet isn't just a login. It directly affects your leaderboard spot and your final rewards. Here's how Wallet Scoring works 👇

@rolly_onchain Mine score is 58🙃

Everyone says CT is dead. But while they were saying that... People were making life-changing money. Right here. Right now. This week. Here are the top plays ANYONE could have caught in the last 5 days: 1/ Memecoins A little girl dreamed of naming her toy "Asteroid" after SpaceX Elon replied to her post x.com/elonmusk/statu… $ASTEROID: 270K -> 30M MC (111x) Elon replied again x.com/elonmusk/statu… $ASTEROID: 30M -> 206M MC (762x) One tweet from Elon One kid with a dream Thousands of people who weren't in position 2/ $1K just for connecting your Twitter whalecoineth.com Connect Twitter Receive tokens Take profit More information on how it worked: x.com/CookerFlips/st… $1K+ with zero risk Zero analysis needed Most people still missed it 3/ ICOs aren't dead $OPG -> +1.81x $CHIP -> +2.6x TGEs are alive You just have to pick the right ones now 4/ Presales printing $XBT: 400K -> 1.5M x.com/xbt2027/status… $NOOB: 800K -> 8M x.com/Zghire_/status… People in position made money People writing "market is dead" watched from the sidelines 5/ ZachXBT moves markets ZachXBT posted about $RAVE manipulation x.com/zachxbt/status… Price went from $0.25 to $28 (+5,000%) 97% of supply controlled by insiders Shorts got liquidated Then ZachXBT posted $RAVE: $28 -> $0.55 One man One post Project collapsed If you see tweets like this early That's not news That's an opportunity 6/ NFT Everyone says NFTs are dead Let's look at the numbers: BAYC: 9.059 ETH (+46% week / +81% month) MAYC: 1.385 ETH (+37% week / +81% month) BAKC: 0.228 ETH (+24.6% week / +53% month) Azuki: 1 ETH (+30% week / +42% month) CryptoPunks: 28.88 ETH (+10% week) Pudgy Penguins: 4.69 ETH (+15% week) Otherside Koda: 0.775 ETH (+30% month) A whale swept 9 CryptoPunks in one transaction for 260 ETH Someone just paid 101 ETH ($238K) for a single Hoodie Punk Dead markets don't look like this My thoughts Liquidity is lower than before That's real But there's still enough to make life-changing returns The difference now? Liquidity doesn't spread across everything anymore It concentrates On specific narratives Specific moments Specific people who are paying attention CT isn't dead The people waiting for the bull market to do the work for them Are dead Anyone can cook right now But only if they're actually doing something Not writing that the market is dead If I missed anything from this week Drop it in the comments

Introducing Rolly.io The first ZK-powered casino & sportsbook with non-custodial, no-KYC access to Tier-1 providers and games. Built for provable, trustless play. Join the Early Rollers Race to share $30,000 → rolly.io