Last weeks $Fair highlights GFAIR Ik i've lost a cadence to post this weekly, but here we go committing to post these each since today What we have been up to lately? * we made a special build of the bot for the Kien's lounge, tuned for a good median and no spam. a second dev is improving the module underneath it, couple good hits in the group already * paper trading stage hitting final stages * attention module is done * intelligence module in works * new communication module Relay in works, my main personal focus to deliver content cadence back, since there is not much focus on building rn, the goal is to bring regular valuable posting back to the main account * also huge part of the work last week was a migration of all the modules we built for fair v2 last month to the one place what's next * better filters for onchain sourcing * new signals * agent starts trading with real smol amounts * the web (right after i finish comms) * frontend for each module * scouts update (we put in on pause, coz migration, but surely not forgetten idea) * more researches and dashboards * more utilities & tools for GPs (250M+ $FAIR holders) We are not leaving anywhere, we are here to ship regardless of the noise Fair and unafraid

Do ppl still consider these "smart" scores valauble metrics while researching? If yes, how do you handle it? Personal lists or there are other new cool apps to track that?

$FAIR weekly update fair's core loop started paper trading Fund: - paper trading is live: a fresh cycle every six hours, unattended, one agent weighs what sourcing found against a written strategy and returns a verdict with a thesis - paper first, real money soon Scouts: - lifetime reputation shipped: a score that never resets, so the agent knows who's actually good - the scoring desk got harder this cycle: cleaner intake, tighter payout checks, wider price coverage - before s1: dashboard and content left, economics locked Sourcing: - onchain sourcing is live - already made some profits with it, documenting in real time on my X Intelligence: - narrative engine live: give it a narrative, it maps the core entities and keeps the map current - deep research module next, prd in review Watch a little product early demo of how everything will work below

Hmm looks like cash-cat:native being absorbed The dashboard predicted the profit taking point perfectly Around highs, let's see if data can predict the next move for cash-cat:native

GFAIR Back to Robinhood Trenches with $Fair Onchain Sourcing today Already couple good movers this morning (i didnt buy) $HPP4663I first call at $9K, now $90K $DONGCOIN first call $8K, now $107K As its still raw unfiltered data, there are ofc losers and these tokens above can end up at zero as well The flitering is task of other agents in $Fair stack, soon on that too As a tool to find something early and DYOR, its super useful addition to my trenches starter pack Gonna try to snag some wins today

$Fair Weekly Updates Our 3-month sprint is wrapping up a few delays along the way, but we're closing in on the main milestones Scouts: - reputation for scouts v2 shipped: long-term incentive for scouts + a mark for the agent to know who's actually a good scout long term - s1 is slightly delayed, here's why: the pipeline is only as good as the assets it scouts, and base, which it was built around, has no liquidity right now. luckily the whole scouts build (and the pipeline in general) adapts to any evm chain easily and fast, so alongside the main build we're prioritizing the robinhood integration - left before s1: robinhood, economics + public dashboard + content Sourcing (several inputs running in parallel): - tg pipeline is the workhorse: coverage x1.9 this cycle (23 → 44 tokens/day), 1k+ tokens screened, watch selectivity still 5%, so the bar got tighter, not looser - onchain sourcing: RH version drops this week - social sourcing working, adding robinhood accounts to it now - scouts: above Intelligence: - narrative engine ready: takes a narrative → builds a living map of its core entities - next up: deep research module, prd in review Fund: - path: paper trading live next week → 1-2 weeks of calibration + backtests → small trades → bigger moves Robinhood expansion: - we are expanding $Fair capabilities to Robinhood - tg pipeline covers RH since jul 8: pools, holders, deployer forensics, wallet tracking - robinhood onchain alpha dashboard live - RH onchain sourcing tool and scouts Robinhood support should be ready soon too Fair and Unafraid

$Fair Weekly 22-28 June Enough Ansem, back to real stuff Despite being sick for couple days, i still cooked last week, prepping the infra for the season 1 launch. huge update to the judgement agent (or scouts evaluation agents) stack : integrated @gmgnai, @CoinbaseDev and @dexscreener APIs for proper onchain data -> clean scores, no hallucinating. really happy with these tools took the 2,500 smart wallets me and our GP @off_god_off collected, wrapped them in one table, ran PNL checks, and automated it, so every week the agent evals against the top traders. integrated @privy_io + hedgey wired into the scouts dashboard, last pieces before claim and s1 starts working on reputation/economics/ledearboard layers, props one of the hardest quests. turns out inventing fair, healthy, antisybil score systems is not ez Meanwhile, the rest of the squad: Geff shipped a deep research module. hand it a token on Base and it returns a full profile: what the project is, the founder and their track record, whether the claims hold up, the product, the stage. every line sourced telegram and social modules fully landed into one registry contract, so every source lands in the same shape Main goal for current week: launch Scouts Season 1 and create a buzz around it Play $Fair

Idk how many projects Ansem following on Base but proud to have him watching our journey at $Fair

it was another big build week for $Fair THIS WEEK: - telegram → feed v2 live - social → social sourcing module stood up, pushing candidates into the hub - the shared brain + failure alerts so nothing drops silently - scouts → public dashboard built (leaderboard, a page per scout, every call with its result), scoring engine rebuilt (v4), agent now reads onchain holder + builder signals on its own the scout dashboard went from spec → built in a week, on real prod data. every pick, every result, in the open. NEXT: - finish the last sourcing setups - bring the decision stack online → candidate ranking + the orchestrator that runs the full loop, then deep research, memo, and the risk gate - permissionless scout launch → aimin late June for now - ship the scout dashboard live + a reviewer agent on evals - kill bugs, post way more where it's headed → the whole loop running itself end to end