01
Smart ingestion
RSS parsing with exponential backoff and jitter keeps the pipeline moving when standard API limits get in the way.
jitter = random.uniform(0, 3.0)
time.sleep(base_delay + jitter)RETRY / 2^n + JITTER
Systems Blueprint / X Algorithm Engine
Turning X's open-source algorithm into an unfair advantage.
A high-throughput ingestion engine that tracks early signal spikes on X, scores them against sequence candidate generation windows, and delivers sub-second Groq AI replies to your phone—closing the loop within the critical 10-minute feed injection window.
retry-safealways-on signal
real Telegram outputhigh urgency / 85
Live output / Telegram01 / 07
01 / system blueprint
The architecture is the UI.
Reverse-engineered from xai-org/x-algorithm. Designed to detect early signal and drive human-assisted, author-reciprocated replies.
Full End-to-End Execution Flow (Left → Right)
Live Stage OrchestrationSTAGE 01
Smart Ingestion
RSS Feeds + Anti-Throttle
Polls curated high-signal accounts without official API cost bottlenecks or strict rate bans.
# Throttling Defense
jitter = random(0, 3.0)
delay = 2^n + jitter
100% Ban-Free Polling
STAGE 02
Algorithm Engine
SQLite State + Sequence Window
Filters posts older than 15 mins. Evaluates early signal against the 2026 Rust sequence pipeline.
# Sequence Architecture
Core: 62.9% Rust (xai-org)
Signal = Author_Reciprocation
Zero Duplicates (Idempotent)
STAGE 03
Groq / LLaMA 3
Sub-Second Persona Gen
Generates 5 contextual reply angles: Contrarian, Context Addition, or Discussion Hook.
# Inference Spec
Model: LLaMA-3.3-70B
Latency: < 850ms
High-Engagement Hooks
STAGE 04
Closed Loop
Telegram → Rapid Response
Alert arrives on mobile with 5 draft responses. User selects, modifies, and posts in under 10m.
# Engagement Outcome
Target: Early Sequence Window
Result: Author Reciprocation
Conversational Depth Built
02
Stateful by default
A local SQLite ledger makes every alert idempotent, surviving restarts without duplicate notifications.
conn.execute(
"INSERT OR IGNORE INTO seen_tweets...",
(tweet_id,)
)DUPLICATES / 0
03
Sub-second AI
Groq API integration with custom markdown parsing logic to deliver clean LLaMA 3 output instantly.
client.chat.completions.create(
messages=[{"role": "system"}],
temperature=0.9
)LATENCY / < 1s
02 / the secret sauce
Exploiting the algorithm, responsibly.
The "juice" is latency. In xai-org/x-algorithm's sequence-to-sequence ranking, an early conversational reply that triggers an author response acts as a massive positive sequence modifier before candidate pools lock in. VelocityX closes the loop: sub-second Groq AI drafts delivered to Telegram instantly for human-in-the-loop posting within the 10-minute injection window.
PythonRust (Core)SQLiteGroqLLaMA 3RSS
velocity-x / worker.log live
09:41:02 [INFO] polling 14 RSS feeds...
09:41:03 [OK] 38 new posts ingested
09:41:03 [INFO] dedupe check: 38/38 unique
09:41:04 [SCORE] author_multiplier: 1.8x
09:41:04 [SCORE] recency_window: 08m 12s
09:41:04 [ALERT] signal score: 85/100
09:41:04 [AI] executing groq / llama-3...
09:41:05 [DONE] telegram delivery confirmed ✓
$