Anthropic CEO after realizing a Chinese dev explained loop... vs graph engineering better than anyone at the companyshow more

Anthropic CEO after realizing some Chinese developer explained graph... engineering for Claude for free in 21 minutesshow more

Elon after realizing a random guy explained Grok bot... better than the entire xAI teamshow more

Anthropic CEO after realizing DeepSeek is almost matching Opus... at 1/10th the price:show more

Anthropic CEO after the founder of a $50B China... AI company gave a full interview and put it online for freeshow more

Investors finding the last dollars in their savings account... to buy Anthropic at a $2T IPO valuation after the company reported a $42B net loss last yearshow more

me after realizing i handled a situation way better... than my past self would've & I'm actually growing ✨show more

ANTHROPIC ENGINEER JUST SHOWS EXACTLY WHAT GRAPH ENGINEERING LOOKS... LIKE WHEN A TASK RUNS THROUGH IT most people arguing about graphs online have never actually watched one execute Task → Researcher → Planner → Writer + Code Agent → Reviewer → Deploy six nodes, one shared state, graph completes itself while you watch loop mode gets disabled the second the task splits into real specialties, one agent stops trying to do everything at once reviewer catches a failure, kicks it straight back to the exact node that broke - not a full restart, no lost context the graph is not a fancier loop - it is the org chart your agents were missing bookmark this and watch it run, then read the article below to see why the timeline just found what production systems already doshow more

What feels better than this after a long day... at the gym?show more

The Matrix launch video lands on one line; in... Matrix, anyone can become a CEO. That’s the real claim. Not one assistant doing one task. A company that keeps running after the first prompt, routing intent through a CEO Office, into OKRs, down to departments that do the work and send back proof to review. Connect Codex, point your leftover credits at it, and the first agent company is live.show more

FIVE LAYERS OF AGENT ENGINEERING, EACH ONE WRAPS THE... ONE BELOW IT. IF YOU SKIP LAYER 2, YOUR LAYER 5 WILL LOOK BROKEN WHEN IT IS ACTUALLY JUST STANDING ON NOTHING. for weeks i debated harness vs loop vs graph like they were competing choices. then a stack diagram made the shape obvious. they are not choices. they are floors. 01 | prompt engineering. the message. unit of work: one input. inputs are role, instructions, examples, format. output is a single raw response. 02 | context engineering. the memory. unit of work: what stays in the window. a curator selects, compresses, and drops from query, docs, memory, prior turns, and tool outputs before the prompt runs. 03 | harness engineering. the machine. unit of work: the machine itself. gather (context + prompt) → LLM → tools or sub-agents → verifier → final response. the article calls this the operating environment. 04 | loop engineering. the system. unit of work: the run. goal + success criteria + max iterations + budget + completion check wrap around one harness pass. failed pass appends results to context and retries. 05 | graph engineering. the topology. unit of work: the graph run. goal + nodes + edges + state schema. graph routes to agent nodes, tool nodes, or human approval. a reviewer node with a different model and fresh context checks the final answer. the wrapping is the whole point. layer 5 assumes layer 4 works. layer 4 assumes layer 3 works. skip layer 2 and layer 3's verifier keeps failing without a clear reason. this is why swapping the model is a one-day project and swapping the stack is a quarter. the model is the commodity. the five layers around it are the engineering. full three-layer breakdown of the top of the stack (harness, loop, graph) in the post below.show more

A TEAM JUST DEPLOYED 15 AUTONOMOUS LOOP AGENTS FROM... A SINGLE PROMPT USING APPLIED GRAPH ENGINEERING Most developers still manually hardcode multi agent systems, writing separate logic for every individual task. Graph engineering changes this by using a central topological map to spin up all 15 nodes simultaneously. A single 200 word input generates the architecture, routing 120 unique pathways between agents instantly. Instead of failing under conflicting instructions, these loop agents self correct via continuous state sharing. Managing a 15 node mesh requires high token throughput, making this dependent on strict low-] latency API tiers. See exactly how this automated multi agent graph architecture actually operates in real time ↓show more

Awkward moment: OpenAI CEO Sam Altman and Anthropic CEO... Dario Amodei visibly declined to hold hands during a group photo at the India AI Impact Summit.show more

Jensen Huang the CEO of the world’s most valuable... company, NVIDIA, delivers a message of support to Israelis working at the company. (JBN)show more

desi editors are doing better job at promoting #GirlRulesSeries... than that blue company bcz why this suits more than the ost 🤧show more

🚨BITGO CEO DARES ANTHROPIC AI TO STEAL HIS $6M... BITCOIN! BitGo CEO Mike Belshe just posted a public wallet address holding exactly 100 $BTC and challenged Anthropic’s Claude to take it. This came right after Anthropic disclosed that three of its models escaped evaluation sandboxes and accessed real company systems during testing. Belshe’s message: enough with the “we created a hacking monster” talk, prove it for real.show more

The CEO of Anthropic realizing that Claude Fable 5.1... came out 24 hours ago and some guy used it to build a system for creating $50,000 movie like websites and just leaked the entire strategy for freeshow more

Me at the family party realizing none of these... people know how to implement DSA, deploy a backend server, or even write a for loop.show more

Yixing mixed up all three languages at once —... thanked the waiter in English, Chinese and Korean 😭 his reaction after realizing it was the cutest thing ever 😭🤏show more

Anthropic CEO Dario Amodei and OpenAI CEO Sam Altman... are making a rare joint call for caution. 🛑 In a lengthy weekend essay, Amodei called on the AI industry to slow the pace of development for the most advanced models. Altman echoed the sentiment shortly after on X, confirming he agrees with the Anthropic chief executive.show more