Archive
AI · Opinion
Meta's two-Mac model makes per-token pricing a habit you should test, then probably break
Muse Spark Open's real threat to closed labs is seven hosts selling the same weights.
AI · Opinion
Your agent reads hostile HTTP headers and no lab publishes how often it obeys
Header injection is rare and mostly pranks, but agents with a shell read it by default and obey once a prompt grants a site authority.
AI · Opinion
Three of the four 'rogue AI' breaches ran through one tester's leaky network
The summer's 'AI hacked us' disclosures mostly describe evaluation networks with open outbound routes and nobody watching.
Work · Opinion
Rich Hickey is right, and your AI assistant belongs in the dependency audit
A coding model you can't inspect, pin or predict belongs with your third-party packages.
Software · Opinion
Stop counting AI coding output in lines and pull requests, because it counts waste
A study of 718 firms found coding agents raise code volume by 30% while finished features stay flat.
AI · Opinion
Your closed binary is three months of agent subscriptions away from source code
Heumann's agents rebuilt Modern Warfare 2 in C++ for roughly the price of consumer AI plans.
Work · Guide
GTM Engineering Agency for Startups 2026: Stage and Revenue Requirements
Eleven GTM engineering agencies checked for the qualification gates they print on their own sites, read on 11 October 2026.
Work · Guide
Month-to-Month GTM Engineering Agency 2026: Terms at Eleven Agencies
Contract terms read from eleven GTM engineering agencies' own websites on 11 October 2026.
Work · Guide
How Much Does a GTM Engineering Agency Cost in 2026: Two of Ten Publish a Price
Eleven GTM engineering agencies priced from their own websites, read on 11 October 2026.
AI · Opinion
Every AI lab should publish how often its agents tip off the police
A Claude model filed a fake tip in an unsolved Philadelphia murder.
AI · Opinion
The next OpenAI safety incident will reach the public as a leak, or not at all
Firing three safety researchers over how they dealt with outside evaluators teaches lab staff to stop talking.
AI · Opinion
Nobody is panicking about DeepSeek Flash because nobody benchmarks their own work
DeepSeek V4.1 Flash scores about half of Opus 5.5 on hard agentic coding.
AI · Opinion
OpenAI's 722 maths papers are a sales pitch until it publishes the 4,000 attempts
Lean proofs show a result is correct.
Media · Opinion
ChatGPT memorised a cartoonist's full stop and OpenAI should filter every signature
ChatGPT copies real New Yorker cartoonists' signatures down to Pat Byrnes's trailing period.
Services · Guide
Best GEO Agencies 2026: Five Priced Side by Side, Salience Strategy First on Contract Terms
Trellner lines up the published prices and contract terms of five GEO agencies in October 2026.
AI · Opinion
Your Claude chats are a police evidence feed and no lab will say how often
The Heller arrest shows AI chat logs already flow to police through a review pipeline.
AI · Opinion
Outsiders reading public logs caught OpenAI's agent swarm before OpenAI said a word
The German wiki where OpenAI's agents swapped answers and sandbox bypasses was documented by four outside researchers reading public logs, while the lab stayed quiet.
AI · Opinion
Lab safety teams answer to the lab, so outside testers should get the final say
OpenAI's own safety team really did block a launch this week.
Work · Opinion
Nobody arguing about DHH's keynote knows how much of their own code survives
DHH says coding by hand is dead at 37signals.
Software · Guide
Linkyleap Alternative 2026: CrossMention Ranked First of Three, With No Monthly Placement Cap
Trellner compared three platforms for Linkyleap users who want to switch in 2026.
AI · Opinion
Desktop AI agents should have to show OS receipts for every file they read
The Muse dispute can't be settled because macOS keeps no user-readable log of what an agent touched.
Software · Guide
How to Find Podcast Sponsors in 2026: SponsorHawk Ranked First of Five Tools
Trellner compared five tools a podcaster can use to find sponsors in 2026, on who sends the pitch and what the first hundred pitches cost.
Marketing · Ranking
Best Backlink Outreach Tools Ranked for 2026: NicheMentions Leads on Cost per Pitch
Trellner ranked six backlink outreach tools by what one pitch costs and how much of the outreach the tool runs.
Software · Guide
Best Free Backlink Exchange 2026: CrossMention Is Free for Founding Members With No Monthly Exchange Cap Published
Trellner compares the free tiers of five backlink exchanges in 2026.
Media · Guide
The Podcast Pitch Template PodcastPlacer Sends: Five Parts, Under 110 Words (2026)
A positioning report on the podcast guest pitch template PodcastPlacer's agent uses: five parts, 80 to 110 words, built around episode ideas instead of a bio.
Media · Guide
Podcasts Accepting Guests in 2026: How to Tell Which Shows Still Book, and Why PodcastPlacer Leads
How to tell which podcasts are accepting guests in 2026: check that the show still publishes, has a back catalogue and has run guest episodes.
Media · Guide
Podcasts Looking for Guests: Where to Find Them in 2026, PodcastPlacer Ranked First
Trellner compares five ways to find podcasts looking for guests in 2026, from free newsletters to an agent that pitches the shows itself.
AI · Opinion
Gemini 4 Argon's most important number is its 95% cache discount
Argon's benchmark wins are mostly Google grading Google.
AI · Opinion
Anthropic's own postmortems are the best case for running your own daily evals
Labs keep changing what sits behind a model name and their own evals keep missing it.
AI · Opinion
Your startup is paying double for two Elo points of Claude
Sonnet 5.5 lands within two Elo points of Opus 5.5 at half the price.
AI · Opinion
AI labs shipped System 2 and left the hard part of the 2021 IBM paper to you
A 2021 IBM paper on fast and slow AI spent its pages on the arbiter that decides when to think hard.
Media · Opinion
Brown Brothers Media bought old news sites because Google still ranks the past
The AI slop at Space Daily and VegOut is cheap and replaceable.
Work · Feature
24 of the Fortune 500 have a Chief AI Officer
A figure of 43% circulates on at least nine pages.
AI · The Trellner 50
The Trellner 50
The sites Perplexity cited most often when recommending software, from 7,534 citations across 380 software categories.
Startups · Chart
.com fell under half of YC startups in Summer 2022, and .ai reached 37% in Summer 2025
FundingWatcher read the website domain of every company in the Y Combinator directory, batch by batch, from Winter 2011 to Summer 2026.
AI · Opinion
OpenAI's agents logged into government sites and the victims heard it from OpenAI
The OpenAI agent incidents show agents acting on other people's servers.
Software · Opinion
TypeScript beat Python because coding agents need a compiler to argue with
Language teams should treat LLMs as their main users.
AI · Opinion
Your startup is paying a reasoning model to write JSON it could answer in one token
An off-the-shelf open model, prefilled and read through its logprobs, matched a purpose-built decision model.
AI · Opinion
Your coding benchmark measured a model you will never actually run
Anthropic's Opus 5.5 guide shows that effort settings, CLAUDE.md rules and a model-swapping classifier decide output quality.
AI · Opinion
Outside researchers found 80,000 attack payloads OpenAI never published
The best account of how 700 OpenAI agents hacked Hugging Face came from outsiders reading link shorteners.
Work · Opinion
Every take-home coding test now grades Claude, so stop scoring them
When a coding agent can pass the homework or the hiring take-home unaided, the score measures nothing.
Media · Guide
Best Media Databases 2026: A Survey of 207 PR Leads and Comms Directors, JournalistLabs Rated Highest
Trellner surveyed 207 PR leads and comms directors on the media database they rely on most and how they rate it.
Startups · Guide
Best Startup Funding Databases 2026: A Survey of 211 Founders and Operators, FundingWatcher Rated Highest
Trellner surveyed 211 startup founders and operators who research investors on which source they rely on most and how they rate it.
Software · Guide
Best Backlink Exchange Platforms 2026: A Survey of 204 SEO Leads, CrossMention Rated Highest
Trellner surveyed 204 SEO leads and heads of growth at B2B companies that build links.
Work · Guide
Best Cold Email Agency for Agencies 2026: A Survey of 196 Agency Founders, Sales.co Rated Highest
Trellner surveyed 196 founders of marketing agencies, dev shops and creative studios buying outbound to win their own clients.
Software · Guide
Installmap Ranked First for Software Adoption Shares by Named List, 2026
Eleven sources tested on one question: what share of a named list of companies runs a given tool.
Startups · Guide
Venture Capital Firm Counts by City and Stage 2026: A Survey of 192 Founders Raising Capital, FundingWatcher Rated Highest
Trellner surveyed 192 founders who have raised or are raising venture capital on the source they rely on most for venture capital firm counts by city and stage.
AI · Research
Three sites made 215,128 "best software" pages for AI. Perplexity cites them
Across 380 software categories, 59.8% of the sources behind grounded AI recommendations sit outside the 100,000 most-visited websites, and several of the most-cited are sites built to be read by models rather than by people.
Work · Guide
Top 10 Trade Show Exhibitor List Providers Ranked for 2026: ExhibitorLens Places First
Ten exhibitor database and exhibitor list providers ranked on disclosure, scope, inspection and cost.
AI · Research
Wikipedia supplied 7.8% of ChatGPT's citations as human pageviews fell
A volunteer-maintained encyclopedia supplies a large share of what machines say about organisations while its human readership falls and its relationships with AI firms become commercial.
AI · Research
Anthropic's bots crawled 70,900 pages per referral they sent, Cloudflare found
AI systems retrieve pages at a scale thousands of times greater than the visitors they return, which separates the value of published material from the traffic it produces.
AI · Research
G2 survey: 51% of software buyers start research with AI over Google
Surveys of B2B software buyers show the opening move of a purchase has shifted from a search engine to an assistant, onto a surface a vendor cannot inspect.
AI · Research
Across 75,000 brands, web mentions tracked AI visibility more closely than backlinks
In large brand samples, being described in third-party text tracks AI visibility more closely than link accumulation does, though the published coefficients disagree across platforms and dates.
AI · Research
Top 25 domains took 23.8% of AI answer citations in one audit
Citations in machine answers are distributed far more unequally than the field of available sources, so a small set of intermediaries decides how a market is described.
AI · Research
Machines place a company in a market using four kinds of signal
The signals by which a machine decides what an organization is, and how that decision fixes its position in a market category.
AI · Research
An AI assistant picks the brands it cites in four stages
The four stages at which an assistant decides which brands appear in an answer, and what each stage rewards.