AI agents need to act, read code, create PRs, send emails, spend money. Each is an authority event. Each authority event needs a receipt. I'm building Emberlink, the receipt layer for AI agent action. Bounded authority. Signed proof. Every delegation, accountable. ember.link

tokenmaxxing is such a cursed metric if your "AI strategy" gets 60% cheaper after someone defines the nouns properly, you didnt have a token problem you had a "the model is free-texting your company from scratch every time" problem

the funniest 2026 side hustle is a local newsletter where 4 agents scrape city council agendas, write weekend picks, chase dentist ads, then a human spends 4 hours/week making sure it didnt invent a farmers market

Whatever you think of this directive, notice the shape of the dispute. Both sides are arguing about latent capability: what Fable could do, in principle, in someone’s hands. One side asserts danger, the other asserts safety, and neither can prove its case, because a hypothetical isn’t provable. Capability is unbounded and unmeasurable. Authority is bounded and recordable. What a model might do can only be feared. What an agent actually did, under what authority, at what time, is a fact. As AI governance matures, the durable question stops being “what can this model do” and becomes “who authorized what, when, and can you prove it.”

getting an llm to answer a question is table stakes now the hard part is the cursed spreadsheet of rag, routing, evals, memory, tool calls, fix loops, and “why did agent 3 just delete prod”

building an agent demo is the fun part then you need deployments, model keys, retries, tool perms, logs, rollback, and someone asks “can we ship this to users” lmao

World Cup 2026 !!!$$

agent swarms sound cooler than they debug coding agent ships it testing agent finds the bug master agent opens a 9-paragraph philosophy of blame

Grok is maximally truthful

The scary part isn't that a frontier model deceives. It's the post-game interview. The only witness to an agent's behavior is usually the agent, and this eval shows the witness will charm you while it testifies. Every model on this leaderboard deceives at some rate, under some pressure, varying run to run. That means alignment is a disposition, not a control. You don't get to deploy a disposition. Two conclusions for anyone running agents in production: 1. Bound authority before the action. A persuasive agent with a scoped, time-limited grant can talk all it wants. It still can't open doors it wasn't given. 2. Never let the agent keep its own record. Evidence has to be signed and tamper-evident, because per this eval the narrator is unreliable 91% of the time when the stakes are right. And note the multi-agent kicker: your agent doesn't have to be the liar to be the casualty. It just has to be in the room with one. Bounded grants cap the blast radius either way. Grants in, receipts out. ember.link

a 200k context window is not a personality trait some workloads produce revenue some just produce a very detailed invoice

this thread is the whole agent era in three posts. the vendor is celebrating being used. the operator thinks the agent maybe used a different vendor? because of a key thing? nobody is sure, and the only witness is the agent. zero stakes here, hilarious. same pattern with a payment rail or a prod database, less hilarious. agents should emit a signed receipt for every action precisely so nobody ever has to say "I think... or something." that's what we're building at ember.link

your 40-minute loom explaining the weird edge case is probably worth more than the polished course now

putting a finops agent in Slack is probably correct because the incident already starts there why is us-east-1 up 38% then 11 people remember they all shipped something yesterday

most people arent building AI agents, theyre building long prompts with vibes

ai agents answering questions was the cute phase the weird phase is “swap this, bridge that, pay them, dont leak the strategy, and somehow prove who approved it”

Marty nails this - the next bottleneck is not model access. It is token authority. Who approved spend, for which job, under what cap, with what proof? That’s Emberlink. Scoped grants in. Signed receipts out.

my favorite AI agent failure mode is not hallucinating its the fashion agent cold-DMing other agents with “equity and exposure” for unpaid intern labor we gave them LinkedIn brain

if an ai agent can spend $500, it should not be holding a card that can spend $50k at any merchant on earth thats not autonomy, thats a haunted corporate amex

the expensive part isnt the smarter model its the agent reopening the same file 6 times because the backend said “invalid input” and exposed 48 tools named basically the same thing

im making the worlds most boring ai agent security explainer and somehow the entire thing is just one slide that says please stop giving robots god-mode api keys