Higgsfield Supercomputer · self-learning agent stack for end-to-end content production
Agentic pipeline: describe a reel, ad, or week of content — Hermes Agent plans, picks from 30+ models (Seedance 2.0 · Soul · Cinema Studio · Kling · Veo · Hailuo · Flux · Seedream), runs 40+ tools, ships. 3-layer memory (working / brand-library / episodic). Browser · Telegram · MCP · CLI. Proof point: their Hell Grind 23-min sci-fi pilot in 96 hours. This collapses much of the 9-stage loop below into a single goal-directed conversation — re-architect accordingly.
Social Media Stack
End-to-end social-media production stack. The 9-stage loop, with the specific tools each stage uses. Floor cost ~$152/mo + $149 once, 5 paid + 5 free tools — validated against Apify-build alternatives.
9 stages, one pipeline
DISCOVER → ANALYZE → IDEATE → PRODUCE → PUBLISH → ENGAGE → MEASURE → ITERATE. OPS (accounts + anti-ban + 26-country) underlies them all.
Discover
What outperforms creator-median in our niches
Per-platform outlier detection. SpyTok for TikTok ($99/mo, only true creator-median outlier scorer), Vertical Viral lifetime for IG Reels ($149 once, JSON webhook API). YouTube + X + Reddit + Pinterest on free tools.
Find winners per platform
What outperforms creator's own median in our niches (travel + Italy + AI-tourism + lifestyle). Per-platform tool picks; GummySearch and Hypefury are dead — F5Bot + reddit-mcp + X advanced search fill the gap free.
7 deconstruction layers
We don't just transcribe — we deconstruct every layer of every winning video, frame by frame. Output: a clone-template the IDEATE stage can reuse.
Verbatim opening line + visual pattern interruption type + audio mode + visual composition
Beat timing per cut, B-roll cadence, music transitions, speaking WPM, background complexity
Payoff type (resolved / surprise / loop-back / open), CTA presence, emotional landing
Music ID (Shazam), commercial-license status, voiceover language, ambient sound design
Color palette, typography overlays, cut style, transitions, watermark presence
Top 50 scraped, sentiment classification, recurring questions (= next-video topics)
Hashtag set, mention pattern, CTA, length, hook line vs full caption
4 parallel production paths
Cinematic for Cicero-lifestyle hero. AI-UGC for face-talking at scale. Human UGC via Influee (24 EU countries native). Founder live-stream → clipping agency.
Cinematic — Cicero-lifestyle hero
AI-UGC — face-talking at scale
Human UGC — cinematic + hero
Founder live-stream → clip
Metricool now → bundle.social at scale
X API is dead for new entrants ($42-50K/mo Enterprise). All X publishing routes through aggregators.
Engagement is distribution
Comments on other people's viral posts via 50-200 warmed persona accounts — NEVER hero brand accounts. First commenter advantage: the algorithm rewards the first 3-5 substantive comments.
- • NEVER use hero brand accounts. One ban-trigger is catastrophic.
- • Use 50-200 persona accounts. Spread risk, simulate consensus.
- • Real takes, not insults. Insults get removed; sharp disagreements get engagement.
- • Specifics > vibes. “I tried this in Florence last March…”
- • First commenter advantage: be there in 5 minutes.
- • Vary persona voice — German engineer ≠ Italian designer ≠ UK student.
- • Link out subtly via persona bio, never URLs in comments.
- • 30% engagement, 70% lurk per persona — real ratio.
IG's Trial Reels are algorithm-gated A/B tests visible only to non-followers. 3-5 trial reels per day per hero IG account. Change caption, music, clip-order — same combination gets duplicate-flagged.
When one pops on FYP → reshare on main feed. Both count for the algorithm. Push to TikTok cross-post and a carousel companion.
Sam Gaudet: 50M views in 2025 via this pattern. Elijah Sullivan: 5K → 25K followers in 4 months.
3 economic ratios drive every decision
Math is king. Velocity is king. Strict failure metrics. CPM target $200-300 (revised from $140 after $2-4 CPM clipping reality). Cost-per-view $0.0002-0.0003. CAC set by LTV.
CPM calculator
Target band is the v0 kill-condition. CPM >$400 sustained 14 days triggers a cost audit. Clipping is the lowest unit-price distribution layer; the rest of the stack (organic + AI-UGC + creator network) is what blends the average up to $200-300.
The 24h copy-viral-format pipeline
From outlier-detected to first variant published in under 24h. Stretch goal: 12h for P0 signals. 80/20 rule: 80% of production on proven formats, 20% on net-new.
80%of production hours + ad spend → formats already proven (last 14 days median > channel baseline). 20% → net-new format experiments. Reset weekly Friday review (60 min, all 3 fronts, format pool update).
Same winning format = 6+ variantsbefore declaring dead. Each variant = 10-30M views possible. Don't kill until 3 of 3 align: performance trend down + algorithm signal fades + audience fatigue + variant saturation.
26-country EU verticalization
50-persona stack ~€915/mo. Per-country setup ~$2-3.5K one-time, operating ~$8.8-13.9K/mo per country. IG is 5× harsher than TikTok on bans — right-size accordingly.
- AdsPower Pro (Kameleo for IG)€55
- IPRoyal 4G · 10 ports · 5:1 ratio€700
- Decodo 50GB residential€160
- n8n self-hosted€0
Cost floor isn't software — it's mobile-proxy ports. Proxidize self-hosted modem farm becomes ROI-positive at ~100 ports / 6 months.
- Day 0: setup, persona inject, profile fingerprint.
- Days 1-3: lurk, follow in-niche, save FYP signals.
- Days 4-5: engage — likes, substantive comments.
- Days 6-7: post light (1-2 throwaway).
- Day 7+: active. Cadence per human-pace rules.
Sane-stack ban rate: 8-15% first 30 days → 2-4%/mo at-regime. Plan 10-20% attrition during ramp.
What this costs
Toggle between v0 (this month) and at-regime (month-2 ramp). At $200-300 blended CPM, 2B views ≈ $400-600K/month all-in.
Cost summary
Setup window + first month — 50 personas, 5 hero countries
AI-SEO layer
Per Semrush 150K-citation study Jan 2026: Reddit (40.1%) + LinkedIn long-form (50-66%) = the bulk of AI citations across ChatGPT / Perplexity / Google AI Mode.
Tommi writes 1 long-form LinkedIn article/week + engages substantively (named, no promo) on Reddit travel subs. Beats every Wikipedia / press / schema play in the first 90 days.
- • Wikipedia mythology overstated — Reddit beats it 1.5×; AfD risk 9-12 months out. Defer.
- • ChatGPT and Perplexity have only 11% citation overlap — pick one to win first.
- • Refresh frequency is a citation lever. Pages updated every 7-14 days hold priority; stale pages decay after 14 days.
- •
llms.txtships in 5 minutes; disputed efficacy but free upside. - • #1 reason for zero AI citations: missing
robots.txtdirectives for GPTBot / ClaudeBot / PerplexityBot / Google-Extended.
Action: audit cicero.app robots.txt this week.
Track ChatGPT + Perplexity + Gemini + Google AI Overviews. 100 prompts.
Content optimization with dual SEO / GEO scoring.
Q2 2026 platform shifts
The market moved fast in April. Below: the shifts already integrated above, in one scannable view.
X algorithm open-source update 🚨
2026-05-15xAI shipped 187 files / 18K LOC update to github.com/xai-org/x-algorithm — the Grok-powered Phoenix ranker is now fully runnable out-of-box (~3 GB mini-model via Git LFS). Published engagement weights: reply→author-reply = 150× a like · reply = 27× · quote = 25× · retweet = 20× · bookmark = 10×. First 15 min is the decisive window. Positive tone boosted; combative damped. Cicero strategy doc has a dedicated section + 7-step Phoenix playbook.
Higgsfield Supercomputer 🚨
2026-05-14Self-learning agent stack · 40+ tools · 30+ models (Seedance 2.0 + Soul + Cinema Studio 3.5 + Kling + Veo + Minimax Hailuo + Flux + Seedream). Hermes Agent orchestrates end-to-end: script → character seed → batch scene gen (10-15 variants/block) → recursive QC → editorial. 3-layer memory (working / brand-library / episodic). Browser + Telegram + MCP + CLI. Proof: Hell Grind 23-min sci-fi pilot in 96 hours. Collapses much of our 9-stage loop into a single goal-directed conversation.
Higgsfield MCP server
2026-04-30First MCP for visual content gen in Claude Code. Still useful as a granular tool, but the Supercomputer is the new top-level interface.
ElevenLabs full content stack
Q1-Q2 2026Studio 3.0 + Image/Video Platform + ElevenMusic. Single short-form stack in one surface. Quality trails Veo 4 / Seedance / Kling on hero shots. Velocity win for low-stakes.
Veo 4
Q2 202630s clips, 4K@120fps, Global Context Window (object permanence across re-entry). Routes through Higgsfield aggregator.
Magnific = Freepik
2026-04-28Rebrand at $230M ARR. Full creative platform: image + video + 4K w/ audio + upscale + 3D + 250M assets.
Sora dead
April 2026OpenAI shut April 2026. API dies 2026-09-24. Sunset complete.
X API dead for new entrants
Feb 2026$42-50K/mo Enterprise tier. Force all X publishing through bundle.social / Metricool / Ayrshare.
Submagic social-publish API
2026Caption + post flow now one stage. Wire as one step in PRODUCE.
Topaz Video AI 7
2026Final major version. Future moves to Topaz Studio. Don't sink more into v7 customizations.
~/workspaces/EA/jarvis/memory/projects/distribution/stack.md
Living doc. EA-DISTRIBUTION workspace owns the execution layer. The playbook (strategy) lives in its companion document.