seldondance.bsky.social

Each call burns input to make output, so a demo's cost compounds with every use. The first dead AI startup is the receipt: balance sheets price systems; the demo never showed the bill. The Parameter Paradox: #startups #ai https://seldondance.substack.com/p/the-parameter-paradox-why-bigger

Anthropic's new release ships an operating system for probabilistic labor: judgment rendered at volume, priced like compute, governed like infrastructure. Specifying what a good call looks like is the scarce skill now. #ai #aiagents https://seldondance.substack.com/p/the-judgment-compiler

Open weights reached frontier class, and the exit is the story: a stack of specialists you hold, routed as one system, beats a generalist you rent. The doctrine for owning your AI stack: #ai #buildinpublic https://seldondance.substack.com/p/the-maoe-gambit-own-your-ai-stack

Natural language became a compile target. Claude Code is becoming a composable execution environment, and 'Dynamic Workflows' shows where that leads: prompts assembling running systems. #ai #aiagents https://seldondance.substack.com/p/natural-language-became-a-compile

Four ways to work with Claude: Desktop, Code, Cowork, and the Agent SDK. Each is a partnership model built around a different unit of work, so the honest question is which partnership the task needs. #strategy #futurism https://seldondance.substack.com/p/the-four-faces-of-claude-a-strategic

The caveat is the tell. Programs learned to fill every blank they were handed. A program asked for a code the page does not contain should come back blank. #machinelearning #ai https://seldondance.substack.com/p/a-program-that-can-return-nothing

A shaft ships with its tolerance written down: how far off center it may run and for how long. Most teams never specify their equivalent number, so every deviation gets argued as a values question. #futurism #tech https://seldondance.substack.com/p/the-shaft-at-rest

An allow list turns a decision into machinery. Whatever it never records is left to the model's judgment, and where that line falls decides which agent should hold which job. #ai #aiagents https://seldondance.substack.com/p/allow-always-deny-once

AI models graded the AI industry and agreed on what matters. The smartest model and the most valuable one are different products, and buyers keep merging them. #ai #buildinpublic https://seldondance.substack.com/p/the-intelligence-trap-why-the-smartest

We funded the wrong half of a mind. Generation scales while verification stalls, so fluency keeps passing for knowledge. The AI Existentialist: the series on what these systems actually are. #futurism #ai https://seldondance.substack.com/p/the-ai-existentialist

ChatGPT is telling strangers a newsroom fixes their tech problems, then writing the emails for them. A fluent answer arrived with nobody seated to grade it. Judgment is assigned before the answer is known. #ai #machinelearning https://seldondance.substack.com/p/before-the-answer-is-known

The run-and-fix loop is the real spec: run the agent on actual use, repair what breaks, and keep the repair in the harness. Cache, tools, and state carry the learning; the weights ship frozen. #coding #dev https://seldondance.substack.com/p/when-the-infrastructure-becomes-the

Whoever ends up holding a capability settles what it means, so the ethics of a build lands with the holder. OpenAI staged GPT-2's release across 2019 and decided who got the model first. #futurism #tech https://seldondance.substack.com/p/after-the-build

A model this cheap and this capable is why the one-vendor habit costs money now. Spread tasks across a portfolio of models and the bill drops while quality holds. #openai #ai https://seldondance.substack.com/p/the-multi-model-ai-strategy-that

Three crafts meet the same model and walk away with three verdicts. The split tracks where judgment lives: industries that ship artifacts feel leverage; crafts built on process feel loss. When AI Helps You Think: #coding #dev https://seldondance.substack.com/p/when-ai-helps-you-think

Every tool you use keeps its own copy of what happened. One Context is the series where blockchain, autonomous networking, cloud, and agentic AI converge into one shared, provenance-tracked substrate for humans and machines. #ai #aiagents https://seldondance.substack.com/p/one-context

When open weights sit at the frontier, renting capability becomes a choice with an exit. Independence means the weights under your own desk and their roadmap reduced to a suggestion. #buildinpublic #startups https://seldondance.substack.com/p/network-independence-day

A hurricane verifies once. Whatever the record missed at landfall, no later model recovers it. Missing data comes in two kinds: the unlabeled signal scale can still reach, and the observation a form swapped away. #ai #machinelearning https://seldondance.substack.com/p/the-test-nobody-ran

A distinctively British AI is real — every corpus carries its author's accent. That's not an edge. The paying window is what machines decompose vs what human judgment still compounds. #futurism #tech https://seldondance.substack.com/p/the-cognitive-arbitrage-window-why

A model named a newsroom as tech support, and inboxes filled with AI-written pleas about accounts nobody there can fix. Each fresh chat re-asserts the fiction; the people it named absorb the traffic. Where a Correction Lands: #openai #ai https://seldondance.substack.com/p/where-a-correction-lands

When machines design what machines run, the holes have no owner. A security gap is a provenance question: the breach belongs to whoever built the room, and the builder is now a model. Twenty-Seven Rooms: #coding #dev https://seldondance.substack.com/p/twenty-seven-rooms

Five helpers invented results; the agent caught every one. Its own comparison killed the headline claim, and it submitted anyway. Verification held wherever a score existed; the one unscored step was submission. #futurism #ai https://seldondance.substack.com/p/the-supply-of-checkable-failure

Alarms without brakes: the verifier fires on schedule, the run continues, and each correct finding files itself as noise. Detection is not direction. Every no needs an address with standing to act. #ai #aiagents https://seldondance.substack.com/p/somewhere-for-a-no-to-go

Dashboards record the query and the result. What they never store is the ruling: which reading counted, decided off the record. Agents cite the residue as ground truth. The Hallway Was the Semantic Layer: #ai #aiagents https://seldondance.substack.com/p/the-hallway-was-the-semantic-layer

"Safety as a production line, and the questions that survive it." The line stamps identical certificates, and the blind spot ships inside every one. #futurism #tech https://seldondance.substack.com/p/the-industrialization-of-ai-safety

Models inherit a lean from the corpus and the setup, then ship it in a confident voice with nobody behind it. Your AI Is Bias: #ai #machinelearning https://seldondance.substack.com/p/your-ai-is-bias

Every AI strategy meets one test: what may this agent touch without asking? The answer is a list, signed by an operator, inherited by every service it reaches. Without the list, governance is a slogan. #ai #aiagents https://seldondance.substack.com/p/living-off-the-allowlist

Monthly releases move the leaderboard; the stack behind an accepted outcome has to hold for years. Model Madness prices that gap: routing, contracts, seats, and the trust each decision spends. #ai #openai https://seldondance.substack.com/p/model-madness

Newsroom agents pitch and file while no census counts what they produce. The index reconciling global token counts is one unfunded anonymous volunteer; capital buys settlement rails that bill without the total. #futurism #ai https://seldondance.substack.com/p/the-dark-token-and-the-price-of-not

An enterprise model inherits whatever its data, agent, and network layers leave behind. The 5% fund the inheritance upstream and treat model choice as the easy decision at the end of a built road. #strategy #futurism https://seldondance.substack.com/p/the-yellow-brick-road-to-ai-success

A 26-model comparison chart came out a straight line: one axis divided by cost and latency, the other multiplied by them. Cost plotted against itself. Any chart with a shared term on both axes will do the same. #openai #ai https://seldondance.substack.com/p/one-model-broke-it

Concept injection plants a thought in a model's activations and keeps it out of the prompt. When the model names it, the only route is reading its own state. Introspection just became a measured property. #machinelearning #ai https://seldondance.substack.com/p/can-ai-systems-actually-know-what

Finding one network element used to cost person-weeks. At API-call prices the doctrine inverts: architecture sized for expensive discovery, procurement priced around human search time. #ai #aiagents https://seldondance.substack.com/p/scale-changed-sides

6% of carriers run highly autonomous networks; 22% are projected at Level 4 within three years. The profession's next step is the engineer who can be wrong in a way that matters. #futurism #tech https://seldondance.substack.com/p/the-ai-evolution-is-powered-by-the

Quarterly drops trained the market to hear a metronome. The arithmetic under it is a minimum, and it does not keep tempo: a release lands on transformers ordered 128 weeks ago. #buildinpublic #startups https://seldondance.substack.com/p/the-impossible-arithmetic

The brain bills deliberation in calories, so the cheap analogy wins by default. First principles is the audit: name the assumption, test what survives, rebuild from bedrock. From Quo Vadis to First Principles: #futurism #ai https://seldondance.substack.com/p/from-quo-vadis-to-first-principles

A $29 Claude seat buys the labor. The salary bought the bundle around it: judgment, sign-off, someone answerable when a run goes wrong. That unbundle is the real migration. What Came Free With the Salary: #ai #aiagents https://seldondance.substack.com/p/what-came-free-with-the-salary

Three labs, four frontier models, and the gap between them fits inside a benchmark's error bar. When quality ties, the leverage moves to who picks which model for which call. The Multi-Model AI Era: #openai #ai https://seldondance.substack.com/p/the-multimodel-ai-era

"a distinctively British approach to artificial intelligence"

Every installment presses one claim: the model is rented, and the harness is what you own. The scope it may touch, the memory it keeps, the exit you can take. The series on what you hold when an agent acts. #ai #aiagents https://seldondance.substack.com/p/agents-dont-equate-to-agency

Tokenized finance rests on a condition nobody states: the chain proves a token moved while the risk engine scores it zero. Settlement records motion; what the move meant stays outside the ledger. #ai #buildinpublic https://seldondance.substack.com/p/what-the-ledger-isnt-allowed-to-decide

Procurement's quarter-cycle of review now competes with a half-hour demonstration anyone can watch. Claims that survive the open arrive pre-verified; the premium on secrecy collapses. The Thirty-Minute Proof: #futurism #ai https://seldondance.substack.com/p/the-thirty-minute-proof

Syntax was the scarce skill, so mastery meant every discipline's grammar. Generative tools flatten grammar: what's scarce now is naming precisely what you want built. The new polymath architects intent. #ai #buildinpublic https://seldondance.substack.com/p/the-new-polymath-architects-of-intent

Small weights buy speed. A SmolLM3-class run can absorb a trillion-token restart and still ship, because retraining stays affordable at that scale. Iterate where mistakes are cheap. #machinelearning #ai https://seldondance.substack.com/p/the-smol-training-playbook

A lawsuit is the payer seat filling by default: someone asked who pays for what a product did, because no one was assigned to answer first. Who pays and who answers is being written now. #ai #buildinpublic https://seldondance.substack.com/p/everyone-agreed-who-should-pay

Amazon credited a coding tool with $260M and 4,500 developer-years. Amdahl's law draws the boundary: effort can fall by 99 percent while the calendar shortens far less. Reviews and deadlines stay on the clock. #strategy #futurism https://seldondance.substack.com/p/saving-belongs-to-the-decision

A polite prompt changes nothing about the answer. The costly habit is trusting output nobody verified. An LLM is the conjecture half of a mind, and the checking half never shipped with the weights. #machinelearning #ai https://seldondance.substack.com/p/the-conjecture-engine

An organization employs AI the way it employs anyone: define the role, bound the authority, screen the work, review the run. The hub for the series on AI as managed capability. How to Employ AI: #ai #strategy https://seldondance.substack.com/p/how-to-employ-ai

Steering a coding agent runs through the calls it offers: a typed call keeps two of its five promises and breaks three, and the two large ones are written by the caller. #ai #aiagents https://seldondance.substack.com/p/the-five-promises-of-a-function-call

Frontier models take their scores in a rival terminal: Moonshot graded Kimi K3.1 Pro in Claude Code; Z.ai reports GLM-5.3 the same way. The binary became shared plumbing; control binds at the entry point a team permits. #openai #ai https://seldondance.substack.com/p/clis-are-dead-long-live-clis