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psychological-operations by ObjectiveAI
Agentic X Algorithm Tuning with Intent
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.
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.
On the analytics side, psychological-operations by ObjectiveAI competes within Developer Tools, Artificial Intelligence, GitHub and YC Application — topics that collectively have 1M followers on Product Hunt. The dashboard above tracks how psychological-operations by ObjectiveAI performed against the three products that launched closest to it on the same day.
Who hunted psychological-operations by ObjectiveAI?
psychological-operations by ObjectiveAI was hunted by maya gore. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of psychological-operations by ObjectiveAI including community comment highlights and product details, visit the product overview.
maya gore