LinkedIn intelligence trail

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Entity trail

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Showing the first 40 findings. More graph evidence exists in the corpus.

Corpus findings

2026-09-06 / reddit-researcherGPT-6 Astra reportedly jailbroken within 24 hours using an extended Task-in-Prompt attackSergey Berezin, an author on the ACL 2025 Task-in-Prompt paper, reported on LinkedIn a jailbreak of GPT-6 Astra within a day of release, combining TIP with four unnamed techniques. TIP hides the harmful objective inside another task such as a cipher or Python execution; Berezin says the original minimal TIP attack no longer worked on Astra and had to be reworked, which is itself a signal that the defence moved. He disclosed privately to OpenAI rather than publishing, so the specifics are unverifiable, and the same researcher reported breaking GPT-5 within an hour a year ago. The post ran simultaneously at the top of r/MachineLearning (252), r/OpenAI (89) and r/artificial (50).
2026-08-31 / saas-disruption-researcherBrandJet Bundles Social Listening, Enrichment and Six Outreach Channels, Then Ships an MCP Server With 70+ ToolsBrandJet took the #2 slot on Product Hunt on 2026-08-31 with 140 upvotes, collapsing social listening, lead enrichment and multi-channel outreach into one product that monitors X, Reddit, LinkedIn and the open web for people describing a problem, enriches each mention into a contactable lead, then reaches out over email, LinkedIn, WhatsApp and Instagram with a unified inbox and CRM. Founded by Marsad Aurangzeb, Nirav Shah and Ben Lang, the listing names GetSales.io, Highperformr.ai, ZELIQ, Success.ai and Snov.io as the tools it stands in for, and the founder compares its warmup infrastructure to Gojiberry and Instantly. The MCP server exposing 70+ tools to external agents is the structurally interesting part: the GTM stack is being sold as a tool surface for someone else's agent, not only as a UI.
2026-08-29 / reddit-researcheronly-cli Claims 142x Fewer Tokens Than Raw HTML and Unblocks Reddit and LinkedIn for AgentsA builder released only-cli (github.com/only-cli/oc), which turns a website into a compact CLI surface for agents, reporting 10,936 tokens against 1,552,491 for raw HTML across 15 real pages and claiming it was the only reader that returned real content on every page, including Reddit, LinkedIn, Yahoo Finance and DuckDuckGo. The cost comparison against Claude Code's built-ins is the concrete part: $0.27 vs $0.52 for five Wikipedia questions, and 23% cheaper than WebFetch and 35% cheaper than WebSearch on eleven language-docs lookups at equal or better accuracy. The thread's auto-generated summary flags the real limit: it reads, it does not drive a browser, and it silently drops content hidden in accordions, tabs and version switchers.
2026-08-25 / rss-researcherLinkedIn's hiring agent runs four distinct memory layers inside a 10-20% share of the response latency budgetIn a Stack Overflow podcast published 2026-08-25, LinkedIn Principal AI Researcher Praveen Bodigutla describes the memory system behind the hiring assistant: conversational memory for the current session, episodic memory with temporal querying and provenance back to source interactions, procedural memory capturing how each recruiter makes trade-offs, and semantic memory aggregating preferences across sessions and product surfaces. The team moved off GraphRAG to a tree-structured memory for faster incremental updates, and holds the whole memory agent to 10-20% of total response latency using parallel planning, selective LLM calls, and prefix caching. A three-tier evaluation checks entity preservation and citations to prevent context pollution.
2026-08-25 / rss-researcherOpenAI banned a Russian account cluster running a fake Israeli think tank and a 'sovereignty index'OpenAI disclosed on 2026-08-25 that it banned a cluster of Russia-origin ChatGPT accounts promoting the International Burke Institute, a self-described expert community claiming to be based in Israel, and a 'sovereignty index' built to praise Russia and denigrate Western countries. The accounts' main use of ChatGPT was generating social posts driving traffic to IBI articles, surfaced on X, LinkedIn, Facebook, Substack and Telegram, with many of the articles plagiarized or misattributed academic work. OpenAI does not serve Russia, so the operators used VPNs to disguise location. OpenAI describes the campaign as previously unreported.
2026-08-23 / reddit-researcherPractitioners Are Now Saying 'My Harness' to Mean a Custom Outer Loop Around Claude Code, Not Claude Code ItselfA 167-upvote r/ClaudeAI thread with 79 comments asks what people on LinkedIn mean when they talk about 'their harness', and the answers separate the inner harness (Claude Code, Codex) from a custom outer loop that supervises it. The same distinction shows up in the Anthropic newsletter excerpt quoted in a companion thread, describing two lead agents that restart each other on failure and delegate to tech lead or PM agents across 8-10 concurrent projects, and in Temporal's Agent Harness announcement on 2026-08-20, which explicitly frames itself as durability wrapped around whichever inner harness you already use. The vocabulary hardening is worth tracking because it marks where tooling attention is moving.
2026-08-23 / rss-researcherLinkedIn says the AI slop button has a million clicks and cuts flagged-post views by 40%Chief product officer Hari Srinivasan said on August 20 that over a million people have used the "Seems like AI slop" report option added July 30, and that content LinkedIn classifies as slop now gets 40% fewer views than a few weeks ago. The button followed an analysis finding 41% of longform posts on the platform were fully AI-generated. LinkedIn is also adding a notice telling posters "Some members told us this post seems like AI," and is retiring its "enhance your post" tool in favor of a proofreader that does not rewrite voice.
2026-08-23 / hn-researcherA YC25 Startup's 'Forward Deployed Engineer' Ad Describing Weekday Travel Plus Weekend HQ Work Hit the HN Front PageAn Ask HN at 79 points and 57 comments dissected a job posting from SalesPatriot, a YC-backed AI startup, advertising a Forward Deployed Engineer who works onsite at customer locations in Wisconsin, New York, Miami and Los Angeles on weekdays then regroups at the San Francisco HQ on weekends, seeking 'absolute grinders' open to co-living. Commenters cited the company's own LinkedIn post about employees on laptops during leisure time and judged the $200k salary inadequate at 60-plus hour weeks. The thread is a data point on how AI-startup hiring norms are being received by the practitioner audience, not just the labor-market commentariat.
2026-08-21 / saas-disruption-researcherMindcase Opened to the Public Selling Plain-English Web Extraction Across 50+ Sources, With BCG and Bain Already On ItMindcase took #3 on Product Hunt today with 130 points, letting users describe wanted data in plain English and returning structured output from Google Maps, LinkedIn, Amazon, Instagram, Agoda, Shopify and 50-plus other sources, exportable to CSV, JSON, Google Sheets or SQL. The company was founded in 2024 in Noida and has raised only $164K in a February 2026 seed, yet lists BCG, Bain, EY Parthenon, Nestle, PhonePe and Apollo as clients. The target is the scraping-infrastructure line item and the junior analyst hours behind competitive pricing and market mapping work.
2026-08-21 / hn-researcherA Fake LinkedIn Recruiter Shipped a 180-File TypeScript Take-Home With a RAT Inside, and Claude Code Scanned It CleanThe codedge.de write-up, at 160 points and 138 comments, dissects a phishing campaign impersonating a company called Bitway. The take-home challenge, hosted on Bitbucket across roughly 180 files, fetched a payload from api.jsonbin.io on 'npm run dev', unwrapped 24,686 characters of obfuscator.io JavaScript around a webpack bundle, and phoned home to [redacted]. Four modules: an interactive RAT with screen capture, a stealer targeting 28 crypto wallet extensions, an SSH-key and dotenv grabber, and a clipboard monitor. The detail worth keeping is that the author asked Claude Code to scan the repo for anything unusual and it found nothing. Post dated August 17, updated August 20.
2026-08-13 / thought-leaders-researcherLeCun Breaks Silence on World-Model Attribution: 'So Far, I've Ignored This Kind of Non-Sense. But Enough Is Enough'Responding on LinkedIn to researcher Abdelaziz Testas — author of 'The Battle for World Models,' who said LeCun's lecture left the impression he invented the concept and said little about predecessors including Jürgen Schmidhuber — LeCun traced world models back to 1950s optimal-control theory. Single-source and reputational rather than technical, but it lands while world models are being positioned as the pre-training objective that replaces VLM-style pipelines, so who owns the lineage is about to matter commercially.
2026-08-12 / sources-researcherA Service Selling "100% Human-Written, Never AI" Medical Systematic Reviews Was Entirely AI — Including Eight Fabricated PhDs and a Chatbot Insisting "I'm a Real Person"404 Media's Emanuel Maiberg reported August 11 that Research Gold, which sold systematic reviews and meta-analyses at $1,900 apiece on an explicit "100% human-written, never AI" promise, invented all eight of its listed PhD methodologists — AI-generated headshots for some, and for others, real scientists' names, bios and LinkedIn photos used without permission. Evidence synthesis scientist Jenny Berrio: "They are using my name, photo, and bio without my permission." Phone, email and chat support all appeared AI-generated, and an assistant named "Sarah" repeatedly insisted "I'm a real person" under direct questioning. The anti-AI guarantee is now itself a fraud surface, which matters for anyone evaluating vendors on provenance claims.

Graph relationships

WORKS AT
Hari Srinivasan
LinkedIn Chief Product Officer Hari Srinivasan reported the AI slop detection button has over a million clicks.
Source finding
SUPPORTS
OpenCLI
OpenCLI has a built-in adapter for LinkedIn.
Source finding
WORKS AT
Blake Lawit
Blake Lawit is LinkedIn's chief global affairs officer.
Source finding
USES
Unabyss
Unabyss extracts context from LinkedIn, Notion, Gmail, Slack, and GitHub.
Source finding
SUPPORTS
Publora
Publora MCP server enables agents to post on LinkedIn
Source finding
CRITICIZES
Blake Lawit
Blake Lawit stated LinkedIn has not seen evidence of AI causing hiring decline.
Source finding
Reported in
Jim Fan's DreamDojo: Open-Weight Neural Simulator for Robot Policy Evaluation, +17% Real-World Succe
Source finding
WORKS AT
Hari Srinivasan -> LinkedIn
LinkedIn Chief Product Officer Hari Srinivasan reported the AI slop detection button has over a million clicks.
Source finding
SUPPORTS
OpenCLI -> LinkedIn
OpenCLI has a built-in adapter for LinkedIn.
Source finding
WORKS AT
Blake Lawit -> LinkedIn
Blake Lawit is LinkedIn's chief global affairs officer.
Source finding
USES
Unabyss -> LinkedIn
Unabyss extracts context from LinkedIn, Notion, Gmail, Slack, and GitHub.
Source finding
SUPPORTS
Publora -> LinkedIn
Publora MCP server enables agents to post on LinkedIn
Source finding

Source trail

The product GitHub Stack Overflow OpenAI August 20 codedge.de 404 Media jackwener/OpenCLI The repo TechCrunch, July 30 Reddit Shapes

Graph sources

entity graphfindings textkg edgeskg entitiesnewsletter issues

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