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Teach X's For You algorithm to surface tweets that match a function you define. Each psyop is an X account paired with a multi-stage scoring pipeline; the run loop captures, scores, and likes/retweets on-target tweets, training the algorithm to surface more of the same. Scoring is powered by ObjectiveAI.
A psyop is an X account paired with a function that scores any tweet against the question "is this what I want in my feed?". Run the psyop on a schedule and X's recommendation algorithm converges that account's For You feed toward the function's high-scoring distribution.
The loop has four steps:
Capture — A Chromium extension running on x.com sends every tweet ID it sees in the For You feed to a local queue (for_you_queue). The extension only ever sees IDs; nothing leaves the machine until the next run.
Hydrate & filter — psyops run drains the queue, fetches tweet metadata via the X v2 API, and applies per-source filters: thresholds on likes/retweets/replies/impressions, age windows, engagement ratios, or arbitrary Starlark expressions.
Score — Surviving tweets pass through an N-stage ObjectiveAI pipeline. Each stage is a function + profile + threshold; tweets falling below output_threshold or outside output_top are dropped before the next stage. One stage works fine for cheap functions; multiple stages let you cascade (e.g. cheap heuristic → mid-tier model → expensive swarm vote) so only promising candidates pay the full cost.
Engage — The top survivors are liked or retweeted as the psyop's X account via the X API. Authentic engagement is the only signal X's algorithm trusts; consistent on-target likes/retweets train For You to surface more of the same.
The next run captures a more on-target For You feed than the last. After a few cycles, the feed converges. The function defines the destination; the loop drives the algorithm there.
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About psychological-operations by ObjectiveAI on Product Hunt
“Agentic X Algorithm Tuning with Intent”
psychological-operations by ObjectiveAI was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #96 on the daily leaderboard. Teach X's For You algorithm to surface tweets that match a function you define. Each psyop is an X account paired with a multi-stage scoring pipeline; the run loop captures, scores, and likes/retweets on-target tweets, training the algorithm to surface more of the same. Scoring is powered by ObjectiveAI.
psychological-operations by ObjectiveAI was featured in Developer Tools (512.4k followers), Artificial Intelligence (468.5k followers), GitHub (41.2k followers) and YC Application (46 followers) on Product Hunt. Together, these topics include over 183.1k products, making this a competitive space to launch in.
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