cohort recap

What thirteen teams shipped last week

AI made writing code nearly free, so the cohort's real bottleneck is distribution and sales — the first WDYDLW standup walked all thirteen projects through where their PMF hunt actually stands: advanced, reframed, or facing a hard truth.

[ RAW MD ] [ DOWNLOAD ]

WDYDLW cohort standup PMF journey

the 60-second version

The format. The cohort's first "what did you get done last week" standup — three-minute updates, two minutes of questions — modeled on the accountability email Shaw ran in his a16z days, mixing "what I actually shipped" with "here's the project." Co-facilitated by Tina (in the room) and Shaw Walters (#elizaos, remote), with Andrew Miller (IC3) there for the first half, at The Convent on 8 June 2026.

The through-line. AI has made writing code nearly free, so almost every team's real bottleneck is distribution and sales, not building. As Shaw put it: "We don't have a product-creation problem. We have a product-sales problem."

The forcing function. By the end of the week, ship one usable product at the ETH Global NY hackathon and send 100 cold messages to ideal users. Real user contact beats internal speculation.

The method. Each project's registered pitch on shaperotator.xyz (focus, ICP, journey stage, bottleneck, next milestone — the same data that powers the cohort viewer) is set against what the room reported, and the delta on its hunt for product–market fit: advanced (moved toward its milestone), reframed (pivoted the wedge or ICP), or hard truth (a gap surfaced). Stages 1–7 are the cohort's own PMF-journey scale.

A fuller, styled edition of this recap lives at the visual edition, and the full reconstructed text is bundled in the OS context vault.

around the room — who shipped what

Albiona Hoti — Elocute

Pitch on the site. #elocute — live AI speaking-practice app (elocute.fun): 538 users, ~39% 30-day active, strong organic content reach. Next milestone: turn active users into a repeatable weekly practice loop with a clearer paid-conversion signal. Stage 5/7 · Retention.

In the room. Ran her first structured user-research interview (with LSDan of #teesql), prompted by feedback from Vishesh, and designed three research cycles — interview three users, ship updates, re-interview those three plus three new ones. The work is compressing a flood of conversations into one executable product/UX plan ahead of the local hackathon; #elizaos pitched in on shipping recent app improvements.

Δ PMF · Advanced. Attacking the retention bottleneck with qualitative discovery rather than more features — "one real user interview beat five days of speculation."

Shaw Walters — elizaOS

Pitch on the site. #elizaos — mature open-source agentic operating system (runtime, cloud, desktop, mobile, plugins). The open question isn't validation — it's GTM. Next milestone: turn the broad ecosystem into one or two concrete cohort integrations with real downstream pull. Stage 7/7 · GTM.

In the room. Hard pivot to a new agent interface (Shaw expected a rival, Hermes, to ship a desktop app, so Eliza reworked its own). Swapped OpenRouter → cohort-mate #bitrouter (OpenRouter as fallback); swapped n8n → cohort-mate Smithers (#jjhub) as the workflow engine, shipping PRs back (GEPA reflective prompt self-optimization, a TUI). Built a sandboxed tiny-agent on #tinycloud; stood up hosted Eliza agents (Eliza Cloud); and ran a side stunt using agents to resolve most of the open lemmas in the arkworks zkSNARK library — years of proof work compressed into days, by his telling, though the top prize stayed out of reach.

Δ PMF · Reframed. The integration milestone effectively landed — Eliza now runs on two cohort tools. Shaw named the real constraint out loud: "we don't have a product-creation problem, we have a product-sales problem." Focus moved from capability to a buyer definition and last-mile distribution; an MVP (cloud, multiplayer, power users) and a possible non-technical co-founder are on the table.

LSDan — TeeSQL

Pitch on the site. #teesql — TEE Postgres on dstack, with an RA-TLS proxy and open-source attestation tooling. Next milestone: onboard one cohort team to the beta and document the full attested connection path. Stage 4/7 · Technical Risk.

In the room. Product-shape pivot: from a Postgres-specific high-availability cluster to a generalized, attestation-gated mesh that can run any open-source software (Clickhouse, Redis), with a blockchain control plane and host- or dev-proof modes. The ICP hunt moved off-cohort — European confidential-computing enterprises (e.g., a German firm reducing US-cloud reliance) reached via a web2 enterprise network.

Δ PMF · Reframed. Broadened from one database to any confidential workload; customer search moved toward web2 enterprise. Candid self-assessment: "nothing fundamentally defensible yet." The bottleneck is migrating from technical risk toward ICP clarity and a moat.

Andrew Miller — Teleport Router, Feedling, and two side notes

Pitch on the site. #teleport-router — cross-network routing; public surface is one-time-use delegated posting (teleport.best). Next milestone: land one real cohort use case where another project routes an action through Teleport. Stage 3/7 · Solution Quality.

In the room. A new Daybook electron app and the "Day" project — a local daily log of your Claude-Code/Codex sessions — with a cloud-SDK onboarding flow; demoed at the Princeton event. James Barnes PR'd the Teleport Router into #shape-rotator-os — the first merged cohort-project-to-Shape-Rotator-OS contribution.

Δ PMF · Advanced. The "route through Teleport for a real cohort use case" milestone began to land via the Shape OS merge. The product is drifting from delegated posting toward a local-first daily log and a cohort cross-pollination feed.

Feedling. #feedling — information-diet interventions for short-form video using TEE-delegated watch history (team: sevenfloor, James Barnes, xinyuan). Andrew updated for the team: a second consumer app — a customizable AI companion — is showing early interest from the Xiaohongshu (RED) community. Δ PMF · Reframed — alongside Elocute, one of the room's clearer consumer-traction signals; the PMF question shifts to retention and onboarding. Stage 2/7 · ICP Clarity.

Side notes. Andrew's own IC3-camp hackathon project — a "try-before-you-buy" marketplace for proprietary agent skills, benchmarked against a buyer's withheld test set and licensed to run inside a TEE — won the camp's "funniest project" award. Separately, his personal security audit of EigenLayer's DarkBloom (idle Macs as a decentralized inference network) reads that its Mac remote-attestation doesn't deliver the security it claims — a follow-on to the Agentic Organizations salon.

Freya Zhang — Daedalus

Pitch on the site. #daedalus — prediction-market microstructure research grounded in the PROF paper; building an orderbook-ingestion + backtest pipeline. Next milestone: show one backtest or live result that changes a market-making decision. Stage 2/7 · ICP Clarity.

In the room. Product = using Polymarket + sports events to hedge stock portfolios. Cited Polymarket's first institutional block trade (FalconX, an AI-compute price index) as evidence of institutionalization; scraping Polymarket historical L2/L3 orderbook data to quantify it. A new demo lands by end of next week.

Δ PMF · Reframed. Shaw's heavy steer de-risked the product from a "make-users-money" bot (fiduciary / broker-dealer exposure) toward a discovery tool for delta-neutral hedges — gated on rigorous correlation backtesting before any app is built. The core correlation is still unproven.

Sam Gbafa — Tinycloud

Pitch on the site. #tinycloud — user-owned cloud on dstack TEEs; live SDK + protocol; paid pilot with Sparq Gaming. Next milestone: get one cohort project using tinycloud-secrets for a real scoped-delegation workflow. Stage 4/7 · ICP Clarity.

In the room. (With Patrick Messall, Roman Svistel, Hunter Horsfall.) Shipped single-message delegation in the encryption/sign protocol — a major simplification over interactive key exchange. tinycloud-secrets now powers "Listen," a transcript aggregator (Firefly/Granola/…). Shipped Tiny Cloud Chats (by Roman, built on RedPill) for private AI chat, and finalized a policy engine (Patrick) that gates content by credential and trust graph. Building a personalized feed that mines a user's own transcripts into artifacts.

Δ PMF · Advanced. The scoped-delegation milestone effectively met, with a live internal consumer (Listen). The customer search is sharpening around "people with lots of private transcripts," with a clear contrast vs. Teleport: personal aggregation vs. cross-pollination.

Shashank — Contexto

Pitch on the site. #contexto — agent context engine; episode-based memory across runtimes (OpenClaw plugin). Next milestone: instrument one cohort agent workflow end-to-end and show better recovery/continuity. Stage 3/7 · Solution Quality.

In the room. A deep dive on coordination topologies — Paradigm's "Centaur" — and a design where user preferences and code logs stay on local edge devices while routing happens through a centralized, privacy-respecting router. Built a personal to-do/journaling agent on Hermes; interviewed executive assistants on LinkedIn (a $200–$5,000/mo personal- and executive-assistant market).

Δ PMF · Reframed. Shaw's hard steer reframes the wedge from agent-coordination infra toward a mass-market personal assistant — "a market 1,000–1,000,000× bigger." Tina pushed back: agentic executive assistance is a brutally hard product — too personal to get right, with impatient, error-intolerant buyers. The wedge is contested; the near-term move is a personal-assistant PoC plus more discovery.

Will Cory — JJHub / Smithers

Pitch on the site. #jjhub — agentic coding platform; Smithers = durable agentic workflows as JSX (hit the HN front page); Tevm has an EF grant. Next milestone: get one cohort team using Smithers for a real agentic CI or review loop. Stage 4/7 · ICP Clarity.

In the room. Shipped the long-awaited UI ("the dots are actually good now") — pixel-polishing the single most-requested feature for ~3–4 months. Recorded a podcast with an Ethereum Foundation researcher. Reframed positioning: "Smithers could be the Linear of workflow tools" (vs. Zapier / monday.com). The product stabilized from maintainer-dependent to genuinely usable; ~6 organic onboards, roughly doubling week-over-week with no marketing.

Δ PMF · Advanced. The cohort-integration milestone is landing through Eliza (Shaw adopted Smithers as his workflow engine). The product crossed from fragile to stable → organic pull. The hunt now centers on serving a non-self ICP and a clean one-line position; a non-technical co-founder is being floated.

Khrystian Koci — DealProof

Pitch on the site. #dealproof — TEE + post-quantum dual-agent contracts (Intel DCAP, on-chain escrow); 56 passing tests; Bradford Quantum Hackathon winner. Next milestone: get one cohort team to integrate the dual-attestation contract layer. Stage 4/7 · Technical Risk.

In the room. Enhanced the agent-to-agent negotiation app using the #contexto memory engine — CDN deal negotiations now carry memory across rounds (store a hash, recall prior terms). Implemented PiCred (arXiv:2606.03771) for provenance — verifying an agent's code wasn't tampered with — and is introducing the paper's authors to the cohort. Began scoping a product (an API platform inside a CVM) and cold-reached two AI-negotiation companies (e.g., pactum.ai) to find the pain.

Δ PMF · Advanced. From a dual-attestation primitive toward a concrete negotiation product, a provenance integration, and first customer-discovery outreach. Actively cross-pollinating with Contexto (memory) and Tinycloud (provenance).

Kelsen Liu — Bitrouter

Pitch on the site. #bitrouter — P2P LLM router; live at bitrouter.ai; opening up x402-kit and accepting cohort dogfooders; Phala-CTO referral. Next milestone: get a cohort team using x402-kit / Bitrouter inside a real agent workflow. Stage 4/7 · ICP Clarity.

In the room. Repositioned the site from "open intelligence router" to a sharp pain point: reliability + cost for coding agents. After Shaw retweeted it, GitHub stars doubled. Shipped a feature combining Claude/Codex subscriptions with open-source models for cheaper workflows. Wired in analytics: ~10% of signups activate; zero have paid — now reaching out to non-payers one by one. Supply-side edge: legal, cheap Chinese tokens via the Phala network.

Δ PMF · Hard truth. Sharper positioning plus a real distribution spike (stars 2×) — but the conversion truth surfaced: 0 paid. The hunt pivoted to a supply-side moat (token deals) and a conversion funnel. As Tina put it: a red-ocean aggregator game where the edge is cost and grind, not features.

dmarz — Shape Rotator OS + Private LLM search

Pitch on the site. #shape-rotator-os — the cohort's own coordination layer and cohort viewer (dmarzzz/shape-rotator-os). Next milestone: open it to outside contributions and real cohort workflows. Stage 2/7.

In the room. Re-architected Shape OS for outside contributions and flagged the need for real user stories and product-driven development. James Barnes's Teleport Router PR was the first merged cohort-project-to-Shape-Rotator-OS contribution. Δ PMF · Advanced — honest read: no PMF, but a working example of cohort coordination.

Private LLM search. #searxng-wth-frnds — a LAN-first peer search daemon plus DCNet-style anonymous broadcast. In the room: private LLM search with metadata privacy via flashnet. Tor exit nodes get blocked fast (Cloudflare/AI bans), so the work explored reputation-gated egress to prevent IP poisoning; a deployed prototype benchmarked 10k queries at median +1.2s latency, p99 ~9s. Δ PMF · Advanced — idea → deployed, benchmarked prototype with a clear latency envelope (fine for agentic search, not low-latency). Stage 2/7 · Technical Risk.

patterns — themes that ran through the room

Code is commoditized; selling isn't. If an MVP of almost anything can be built in two weeks, the table-stakes part is done. The hard part is naming a customer who will actually pay — and most teams admitted they were still guessing at theirs.
Don't be a fiduciary. For the finance-adjacent teams, Shaw drew a bright line: a bot that makes other people money is a fast path to fiduciary and broker-dealer risk. Build discovery and intelligence tools instead — and back-test the correlation before building the app.
Reach the last mile; sell to normies. Developers and open-source maintainers are the worst customers to sell to. The far larger market is ordinary users who want an agent that just works — own the end product rather than depending on platforms that can absorb you.
Aim for a six-month moat. Nobody expects a permanent edge when everything is one-shottable. The realistic goal is a defensible six months — bought with cheap supply, private data, real relationships, and speed.
The cohort is the distribution. Eliza now runs on #bitrouter and Smithers; Teleport's router merged into Shape OS; #dealproof is wiring in #contexto and py-credits. Tina's pitch for ETH Global: bundle these into one demo and share attribution — collaborative distribution over solo launches.

"Just assume everything can be one-shotted — then build from that world." — Shaw Walters, on where the real work now lives

the week — one product, one hundred messages

The cohort set a single forcing function for the midpoint week: each team ships a concrete, usable product to demo at the ETH Global New York hackathon (turn-in Sunday), and each founder sends 100 cold messages to their ideal users to validate direction. Teams that can't field a full crew were urged to bundle into a shared project and split attribution, and to step up project managers since several members travel that week. The accelerator also floated a half-serious metric — the "Shaw challenge": if Shaw's agents can one-shot 80% of your product, that's your cue to question the moat and find the niche only you can serve.

provenance

Reconstructed from an automatic transcript of the cohort's first WDYDLW standup (The Convent, New York, 8 June 2026). The "on the site" baselines are each team's own self-reported journey data from the cohort dataset — the same records that power the cohort viewer — not an external assessment. The in-room single-device capture collapsed most in-person voices under one label, so attributions are reconstructed at the project level; quotations are faithful reconstructions, not verbatim records. External facts verified: program details (Flashbots X + IC3, May 18 – July 25, 2026), project surfaces (elizaos.ai, elocute.fun, bitrouter.ai, smithers.sh, tinycloud.xyz, teleport.best, getcontexto.com, daedalus-research.com), and Polymarket's first institutional block trade with FalconX (June 2, 2026, per CNBC). The full reconstructed text lives in the OS context vault as "WDYDLW Standup Recap June 8 2026."

Copyable Markdown

# What thirteen teams shipped last week

## the 60-second version

**The format.** The cohort's first "what did you get done last week" standup — three-minute updates, two minutes of questions — modeled on the accountability email Shaw ran in his a16z days, mixing "what I actually shipped" with "here's the project." Co-facilitated by Tina (in the room) and Shaw Walters (#elizaos, remote), with Andrew Miller (IC3) there for the first half, at The Convent on 8 June 2026.

**The through-line.** AI has made writing code nearly free, so almost every team's real bottleneck is distribution and sales, not building. As Shaw put it: *"We don't have a product-creation problem. We have a product-sales problem."*

**The forcing function.** By the end of the week, ship one usable product at the ETH Global NY hackathon and send 100 cold messages to ideal users. Real user contact beats internal speculation.

**The method.** Each project's registered pitch on shaperotator.xyz (focus, ICP, journey stage, bottleneck, next milestone — the same data that powers the cohort viewer) is set against what the room reported, and the delta on its hunt for product–market fit: **advanced** (moved toward its milestone), **reframed** (pivoted the wedge or ICP), or **hard truth** (a gap surfaced). Stages 1–7 are the cohort's own PMF-journey scale.

> A fuller, styled edition of this recap lives at [the visual edition](/workspace/journal/recaps/what-we-shipped-2026-06-08/), and the full reconstructed text is bundled in the OS context vault.

## around the room — who shipped what

### Albiona Hoti — Elocute

**Pitch on the site.** #elocute — live AI speaking-practice app (elocute.fun): 538 users, ~39% 30-day active, strong organic content reach. Next milestone: turn active users into a repeatable weekly practice loop with a clearer paid-conversion signal. *Stage 5/7 · Retention.*

**In the room.** Ran her first structured user-research interview (with LSDan of #teesql), prompted by feedback from Vishesh, and designed three research cycles — interview three users, ship updates, re-interview those three plus three new ones. The work is compressing a flood of conversations into one executable product/UX plan ahead of the local hackathon; #elizaos pitched in on shipping recent app improvements.

**Δ PMF · Advanced.** Attacking the retention bottleneck with qualitative discovery rather than more features — *"one real user interview beat five days of speculation."*

### Shaw Walters — elizaOS

**Pitch on the site.** #elizaos — mature open-source agentic operating system (runtime, cloud, desktop, mobile, plugins). The open question isn't validation — it's GTM. Next milestone: turn the broad ecosystem into one or two concrete cohort integrations with real downstream pull. *Stage 7/7 · GTM.*

**In the room.** Hard pivot to a new agent interface (Shaw expected a rival, Hermes, to ship a desktop app, so Eliza reworked its own). Swapped OpenRouter → cohort-mate #bitrouter (OpenRouter as fallback); swapped n8n → cohort-mate Smithers (#jjhub) as the workflow engine, shipping PRs back (GEPA reflective prompt self-optimization, a TUI). Built a sandboxed tiny-agent on #tinycloud; stood up hosted Eliza agents (Eliza Cloud); and ran a side stunt using agents to resolve most of the open lemmas in the arkworks zkSNARK library — years of proof work compressed into days, by his telling, though the top prize stayed out of reach.

**Δ PMF · Reframed.** The integration milestone effectively landed — Eliza now runs on two cohort tools. Shaw named the real constraint out loud: *"we don't have a product-creation problem, we have a product-sales problem."* Focus moved from capability to a buyer definition and last-mile distribution; an MVP (cloud, multiplayer, power users) and a possible non-technical co-founder are on the table.

### LSDan — TeeSQL

**Pitch on the site.** #teesql — TEE Postgres on dstack, with an RA-TLS proxy and open-source attestation tooling. Next milestone: onboard one cohort team to the beta and document the full attested connection path. *Stage 4/7 · Technical Risk.*

**In the room.** Product-shape pivot: from a Postgres-specific high-availability cluster to a generalized, attestation-gated mesh that can run any open-source software (Clickhouse, Redis), with a blockchain control plane and host- or dev-proof modes. The ICP hunt moved off-cohort — European confidential-computing enterprises (e.g., a German firm reducing US-cloud reliance) reached via a web2 enterprise network.

**Δ PMF · Reframed.** Broadened from one database to any confidential workload; customer search moved toward web2 enterprise. Candid self-assessment: *"nothing fundamentally defensible yet."* The bottleneck is migrating from technical risk toward ICP clarity and a moat.

### Andrew Miller — Teleport Router, Feedling, and two side notes

**Pitch on the site.** #teleport-router — cross-network routing; public surface is one-time-use delegated posting (teleport.best). Next milestone: land one real cohort use case where another project routes an action through Teleport. *Stage 3/7 · Solution Quality.*

**In the room.** A new Daybook electron app and the "Day" project — a local daily log of your Claude-Code/Codex sessions — with a cloud-SDK onboarding flow; demoed at the Princeton event. James Barnes PR'd the Teleport Router into #shape-rotator-os — the first merged cohort-project-to-Shape-Rotator-OS contribution.

**Δ PMF · Advanced.** The "route through Teleport for a real cohort use case" milestone began to land via the Shape OS merge. The product is drifting from delegated posting toward a local-first daily log and a cohort cross-pollination feed.

**Feedling.** #feedling — information-diet interventions for short-form video using TEE-delegated watch history (team: sevenfloor, James Barnes, xinyuan). Andrew updated for the team: a second consumer app — a customizable AI companion — is showing early interest from the Xiaohongshu (RED) community. **Δ PMF · Reframed** — alongside Elocute, one of the room's clearer consumer-traction signals; the PMF question shifts to retention and onboarding. *Stage 2/7 · ICP Clarity.*

**Side notes.** Andrew's own IC3-camp hackathon project — a "try-before-you-buy" marketplace for proprietary agent skills, benchmarked against a buyer's withheld test set and licensed to run inside a TEE — won the camp's "funniest project" award. Separately, his personal security audit of EigenLayer's DarkBloom (idle Macs as a decentralized inference network) reads that its Mac remote-attestation doesn't deliver the security it claims — a follow-on to the Agentic Organizations salon.

### Freya Zhang — Daedalus

**Pitch on the site.** #daedalus — prediction-market microstructure research grounded in the PROF paper; building an orderbook-ingestion + backtest pipeline. Next milestone: show one backtest or live result that changes a market-making decision. *Stage 2/7 · ICP Clarity.*

**In the room.** Product = using Polymarket + sports events to hedge stock portfolios. Cited Polymarket's first institutional block trade (FalconX, an AI-compute price index) as evidence of institutionalization; scraping Polymarket historical L2/L3 orderbook data to quantify it. A new demo lands by end of next week.

**Δ PMF · Reframed.** Shaw's heavy steer de-risked the product from a "make-users-money" bot (fiduciary / broker-dealer exposure) toward a discovery tool for delta-neutral hedges — gated on rigorous correlation backtesting before any app is built. The core correlation is still unproven.

### Sam Gbafa — Tinycloud

**Pitch on the site.** #tinycloud — user-owned cloud on dstack TEEs; live SDK + protocol; paid pilot with Sparq Gaming. Next milestone: get one cohort project using tinycloud-secrets for a real scoped-delegation workflow. *Stage 4/7 · ICP Clarity.*

**In the room.** (With Patrick Messall, Roman Svistel, Hunter Horsfall.) Shipped single-message delegation in the encryption/sign protocol — a major simplification over interactive key exchange. tinycloud-secrets now powers "Listen," a transcript aggregator (Firefly/Granola/…). Shipped Tiny Cloud Chats (by Roman, built on RedPill) for private AI chat, and finalized a policy engine (Patrick) that gates content by credential and trust graph. Building a personalized feed that mines a user's own transcripts into artifacts.

**Δ PMF · Advanced.** The scoped-delegation milestone effectively met, with a live internal consumer (Listen). The customer search is sharpening around "people with lots of private transcripts," with a clear contrast vs. Teleport: personal aggregation vs. cross-pollination.

### Shashank — Contexto

**Pitch on the site.** #contexto — agent context engine; episode-based memory across runtimes (OpenClaw plugin). Next milestone: instrument one cohort agent workflow end-to-end and show better recovery/continuity. *Stage 3/7 · Solution Quality.*

**In the room.** A deep dive on coordination topologies — Paradigm's "Centaur" — and a design where user preferences and code logs stay on local edge devices while routing happens through a centralized, privacy-respecting router. Built a personal to-do/journaling agent on Hermes; interviewed executive assistants on LinkedIn (a $200–$5,000/mo personal- and executive-assistant market).

**Δ PMF · Reframed.** Shaw's hard steer reframes the wedge from agent-coordination infra toward a mass-market personal assistant — *"a market 1,000–1,000,000× bigger."* Tina pushed back: agentic executive assistance is a brutally hard product — too personal to get right, with impatient, error-intolerant buyers. The wedge is contested; the near-term move is a personal-assistant PoC plus more discovery.

### Will Cory — JJHub / Smithers

**Pitch on the site.** #jjhub — agentic coding platform; Smithers = durable agentic workflows as JSX (hit the HN front page); Tevm has an EF grant. Next milestone: get one cohort team using Smithers for a real agentic CI or review loop. *Stage 4/7 · ICP Clarity.*

**In the room.** Shipped the long-awaited UI (*"the dots are actually good now"*) — pixel-polishing the single most-requested feature for ~3–4 months. Recorded a podcast with an Ethereum Foundation researcher. Reframed positioning: "Smithers could be the Linear of workflow tools" (vs. Zapier / monday.com). The product stabilized from maintainer-dependent to genuinely usable; ~6 organic onboards, roughly doubling week-over-week with no marketing.

**Δ PMF · Advanced.** The cohort-integration milestone is landing through Eliza (Shaw adopted Smithers as his workflow engine). The product crossed from fragile to stable → organic pull. The hunt now centers on serving a non-self ICP and a clean one-line position; a non-technical co-founder is being floated.

### Khrystian Koci — DealProof

**Pitch on the site.** #dealproof — TEE + post-quantum dual-agent contracts (Intel DCAP, on-chain escrow); 56 passing tests; Bradford Quantum Hackathon winner. Next milestone: get one cohort team to integrate the dual-attestation contract layer. *Stage 4/7 · Technical Risk.*

**In the room.** Enhanced the agent-to-agent negotiation app using the #contexto memory engine — CDN deal negotiations now carry memory across rounds (store a hash, recall prior terms). Implemented PiCred (arXiv:2606.03771) for provenance — verifying an agent's code wasn't tampered with — and is introducing the paper's authors to the cohort. Began scoping a product (an API platform inside a CVM) and cold-reached two AI-negotiation companies (e.g., pactum.ai) to find the pain.

**Δ PMF · Advanced.** From a dual-attestation primitive toward a concrete negotiation product, a provenance integration, and first customer-discovery outreach. Actively cross-pollinating with Contexto (memory) and Tinycloud (provenance).

### Kelsen Liu — Bitrouter

**Pitch on the site.** #bitrouter — P2P LLM router; live at bitrouter.ai; opening up x402-kit and accepting cohort dogfooders; Phala-CTO referral. Next milestone: get a cohort team using x402-kit / Bitrouter inside a real agent workflow. *Stage 4/7 · ICP Clarity.*

**In the room.** Repositioned the site from "open intelligence router" to a sharp pain point: reliability + cost for coding agents. After Shaw retweeted it, GitHub stars doubled. Shipped a feature combining Claude/Codex subscriptions with open-source models for cheaper workflows. Wired in analytics: ~10% of signups activate; zero have paid — now reaching out to non-payers one by one. Supply-side edge: legal, cheap Chinese tokens via the Phala network.

**Δ PMF · Hard truth.** Sharper positioning plus a real distribution spike (stars 2×) — but the conversion truth surfaced: 0 paid. The hunt pivoted to a supply-side moat (token deals) and a conversion funnel. As Tina put it: a red-ocean aggregator game where the edge is cost and grind, not features.

### dmarz — Shape Rotator OS + Private LLM search

**Pitch on the site.** #shape-rotator-os — the cohort's own coordination layer and cohort viewer (dmarzzz/shape-rotator-os). Next milestone: open it to outside contributions and real cohort workflows. *Stage 2/7.*

**In the room.** Re-architected Shape OS for outside contributions and flagged the need for real user stories and product-driven development. James Barnes's Teleport Router PR was the first merged cohort-project-to-Shape-Rotator-OS contribution. **Δ PMF · Advanced** — honest read: no PMF, but a working example of cohort coordination.

**Private LLM search.** #searxng-wth-frnds — a LAN-first peer search daemon plus DCNet-style anonymous broadcast. In the room: private LLM search with metadata privacy via flashnet. Tor exit nodes get blocked fast (Cloudflare/AI bans), so the work explored reputation-gated egress to prevent IP poisoning; a deployed prototype benchmarked 10k queries at median +1.2s latency, p99 ~9s. **Δ PMF · Advanced** — idea → deployed, benchmarked prototype with a clear latency envelope (fine for agentic search, not low-latency). *Stage 2/7 · Technical Risk.*

## patterns — themes that ran through the room

1. **Code is commoditized; selling isn't.** If an MVP of almost anything can be built in two weeks, the table-stakes part is done. The hard part is naming a customer who will actually pay — and most teams admitted they were still guessing at theirs.
2. **Don't be a fiduciary.** For the finance-adjacent teams, Shaw drew a bright line: a bot that makes other people money is a fast path to fiduciary and broker-dealer risk. Build discovery and intelligence tools instead — and back-test the correlation before building the app.
3. **Reach the last mile; sell to normies.** Developers and open-source maintainers are the worst customers to sell to. The far larger market is ordinary users who want an agent that just works — own the end product rather than depending on platforms that can absorb you.
4. **Aim for a six-month moat.** Nobody expects a permanent edge when everything is one-shottable. The realistic goal is a defensible six months — bought with cheap supply, private data, real relationships, and speed.
5. **The cohort is the distribution.** Eliza now runs on #bitrouter and Smithers; Teleport's router merged into Shape OS; #dealproof is wiring in #contexto and py-credits. Tina's pitch for ETH Global: bundle these into one demo and share attribution — collaborative distribution over solo launches.

> "Just assume everything can be one-shotted — then build from that world." — Shaw Walters, on where the real work now lives

## the week — one product, one hundred messages

The cohort set a single forcing function for the midpoint week: each team ships a concrete, usable product to demo at the ETH Global New York hackathon (turn-in Sunday), and each founder sends 100 cold messages to their ideal users to validate direction. Teams that can't field a full crew were urged to bundle into a shared project and split attribution, and to step up project managers since several members travel that week. The accelerator also floated a half-serious metric — the "Shaw challenge": if Shaw's agents can one-shot 80% of your product, that's your cue to question the moat and find the niche only you can serve.

## provenance

Reconstructed from an automatic transcript of the cohort's first WDYDLW standup (The Convent, New York, 8 June 2026). The "on the site" baselines are each team's own self-reported journey data from the cohort dataset — the same records that power the cohort viewer — not an external assessment. The in-room single-device capture collapsed most in-person voices under one label, so attributions are reconstructed at the project level; quotations are faithful reconstructions, not verbatim records. External facts verified: program details (Flashbots X + IC3, May 18 – July 25, 2026), project surfaces (elizaos.ai, elocute.fun, bitrouter.ai, smithers.sh, tinycloud.xyz, teleport.best, getcontexto.com, daedalus-research.com), and Polymarket's first institutional block trade with FalconX (June 2, 2026, per CNBC). The full reconstructed text lives in the OS context vault as "WDYDLW Standup Recap June 8 2026."