the difference between prototype and production:
Prototype: Works on my machine
Production: Works under load, recovers from failure, scales horizontally
Day 3 tomorrow: Database models + first migration
github.com/27manavgandhi/BufferIQ
#BufferIQ #BuildingInPublic
Prototype: Works on my machine
Production: Works under load, recovers from failure, scales horizontally
Day 3 tomorrow: Database models + first migration
github.com/27manavgandhi/BufferIQ
#BufferIQ #BuildingInPublic
GitHub - 27manavgandhi/BufferIQ: The Intelligence Layer for Buffer - Stop Guessing, Start Knowing
The Intelligence Layer for Buffer - Stop Guessing, Start Knowing - 27manavgandhi/BufferIQ
github.com
April 5, 2026 at 6:25 AM
the difference between prototype and production:
Prototype: Works on my machine
Production: Works under load, recovers from failure, scales horizontally
Day 3 tomorrow: Database models + first migration
github.com/27manavgandhi/BufferIQ
#BufferIQ #BuildingInPublic
Prototype: Works on my machine
Production: Works under load, recovers from failure, scales horizontally
Day 3 tomorrow: Database models + first migration
github.com/27manavgandhi/BufferIQ
#BufferIQ #BuildingInPublic
Key insight: Jitter prevents retry storms
Without jitter: 100 failures → retry at t+2s exactly → thundering herd
With jitter: Spread retries across t+2s to t+3s → graceful recovery
Production details matter.
Day 5: Complete integration
github.com/27manavgandhi/BufferIQ
#BufferIQ
Without jitter: 100 failures → retry at t+2s exactly → thundering herd
With jitter: Spread retries across t+2s to t+3s → graceful recovery
Production details matter.
Day 5: Complete integration
github.com/27manavgandhi/BufferIQ
#BufferIQ
GitHub - 27manavgandhi/BufferIQ: The Intelligence Layer for Buffer - Stop Guessing, Start Knowing
The Intelligence Layer for Buffer - Stop Guessing, Start Knowing - 27manavgandhi/BufferIQ
github.com
April 7, 2026 at 3:31 AM
Key insight: Jitter prevents retry storms
Without jitter: 100 failures → retry at t+2s exactly → thundering herd
With jitter: Spread retries across t+2s to t+3s → graceful recovery
Production details matter.
Day 5: Complete integration
github.com/27manavgandhi/BufferIQ
#BufferIQ
Without jitter: 100 failures → retry at t+2s exactly → thundering herd
With jitter: Spread retries across t+2s to t+3s → graceful recovery
Production details matter.
Day 5: Complete integration
github.com/27manavgandhi/BufferIQ
#BufferIQ
Built:
Extractor (347 hashtags, 28 unique)
Performance (+87% lift #BuildInPublic)
Strategy (3-5 optimal LinkedIn)
ROI/char: #BufferIQ 17.04 best, shorter = better
Week 2 day 4 deeper
Extractor (347 hashtags, 28 unique)
Performance (+87% lift #BuildInPublic)
Strategy (3-5 optimal LinkedIn)
ROI/char: #BufferIQ 17.04 best, shorter = better
Week 2 day 4 deeper
May 15, 2026 at 12:02 PM
Built:
Extractor (347 hashtags, 28 unique)
Performance (+87% lift #BuildInPublic)
Strategy (3-5 optimal LinkedIn)
ROI/char: #BufferIQ 17.04 best, shorter = better
Week 2 day 4 deeper
Extractor (347 hashtags, 28 unique)
Performance (+87% lift #BuildInPublic)
Strategy (3-5 optimal LinkedIn)
ROI/char: #BufferIQ 17.04 best, shorter = better
Week 2 day 4 deeper
Day 33 Part 1: Final Day of Week 5 — Setting Up Open Source Contribution Infrastructure - buff.ly/fo28N1p
Day 33 Part 1: Final Day of Week 5 — Setting Up Open Source Contribution Infrastructure
Day 33 opens BufferIQ to contributors — CONTRIBUTING.md, CODE_OF_CONDUCT.md, five GitHub issue templates, a PR template, labels…
buff.ly
July 27, 2026 at 2:28 AM
Day 33 Part 1: Final Day of Week 5 — Setting Up Open Source Contribution Infrastructure - buff.ly/fo28N1p
Day 27 Part 2: Integration Harness Running, Category 1 Tests Written, 4 Bugs Found — and 25 Weeks… Phase 1 done — real Postgres via testcontainers, Redis fixture, vcrpy Buffer cassettes all r...
#machine-learning #python #building-in-public #bufferapi #bufferiq
Origin | Interest | Match
#machine-learning #python #building-in-public #bufferapi #bufferiq
Origin | Interest | Match
Awakari App
awakari.com
June 28, 2026 at 6:21 AM
Day 27 Part 2: Integration Harness Running, Category 1 Tests Written, 4 Bugs Found — and 25 Weeks… Phase 1 done — real Postgres via testcontainers, Redis fixture, vcrpy Buffer cassettes all r...
#machine-learning #python #building-in-public #bufferapi #bufferiq
Origin | Interest | Match
#machine-learning #python #building-in-public #bufferapi #bufferiq
Origin | Interest | Match
Part 2 tmrw: power analysis, metrics
22h pace ✓
Buffer 19wks: buff.ly/Wx60UNQ
📖 buff.ly/hVkhGdm
💻 buff.ly/KFqpq2A
#BufferIQ
22h pace ✓
Buffer 19wks: buff.ly/Wx60UNQ
📖 buff.ly/hVkhGdm
💻 buff.ly/KFqpq2A
#BufferIQ
Buffer: Social media management for everyone
Use Buffer to manage your social media so that you can create and share your content everywhere, consistently. Try our forever free plan or upgrade for more.
join.buffer.com
May 18, 2026 at 5:10 AM
Part 2 tmrw: power analysis, metrics
22h pace ✓
Buffer 19wks: buff.ly/Wx60UNQ
📖 buff.ly/hVkhGdm
💻 buff.ly/KFqpq2A
#BufferIQ
22h pace ✓
Buffer 19wks: buff.ly/Wx60UNQ
📖 buff.ly/hVkhGdm
💻 buff.ly/KFqpq2A
#BufferIQ
Day 34 Part 1: Week 6 Starts - Full Security Audit Across Every Layer - buff.ly/nyu1w77
Day 33 opened BufferIQ to contributors — CONTRIBUTING.md,
That changes the threat model.
buff.ly
August 1, 2026 at 5:03 PM
Day 34 Part 1: Week 6 Starts - Full Security Audit Across Every Layer - buff.ly/nyu1w77
Day 34, Part 1. Week 6 starts.
Day 33 opened the project to contributors. Today finds out if it's safe to deploy. 🔐
buff.ly/nyu1w77
Day 33 opened the project to contributors. Today finds out if it's safe to deploy. 🔐
buff.ly/nyu1w77
Day 33 opened BufferIQ to contributors — CONTRIBUTING.md,
That changes the threat model.
buff.ly
August 1, 2026 at 5:05 PM
Day 34, Part 1. Week 6 starts.
Day 33 opened the project to contributors. Today finds out if it's safe to deploy. 🔐
buff.ly/nyu1w77
Day 33 opened the project to contributors. Today finds out if it's safe to deploy. 🔐
buff.ly/nyu1w77
Day 33, Part 3. 7 Good First Issues now open on GitHub.
If you've been following the build — this is your moment. 🤝
buff.ly/bhlIZSt
buff.ly/CJCBwgl
If you've been following the build — this is your moment. 🤝
buff.ly/bhlIZSt
buff.ly/CJCBwgl
Issues · 27manavgandhi/BufferIQ
The Intelligence Layer for Buffer - Stop Guessing, Start Knowing - Issues · 27manavgandhi/BufferIQ
buff.ly
July 29, 2026 at 5:52 AM
Day 33, Part 3. 7 Good First Issues now open on GitHub.
If you've been following the build — this is your moment. 🤝
buff.ly/bhlIZSt
buff.ly/CJCBwgl
If you've been following the build — this is your moment. 🤝
buff.ly/bhlIZSt
buff.ly/CJCBwgl
Day 30 Part 1: Opening the Black Box — ML Documentation Day Starts - buff.ly/EyBdW7X
Day 30 Part 1: Opening the Black Box — ML Documentation Day Starts
Day 30 is the second day of Week 5: writing complete ML documentation for every model in BufferIQ — model cards, feature engineering…
buff.ly
July 15, 2026 at 3:42 PM
Day 30 Part 1: Opening the Black Box — ML Documentation Day Starts - buff.ly/EyBdW7X
Day 29 (Part 5 - STILL WORKING) - BufferIQ: One Broken Link, One Search Gap, Both Fixed - buff.ly/wkddW40
Day 29 (Part 5 — STILL WORKING) — BufferIQ: One Broken Link, One Search Gap, Both Fixed
Part 4 called Day 29 complete — then the post-deploy live site check found one broken external link in the troubleshooting guide (pointing…
buff.ly
July 13, 2026 at 4:27 PM
Day 29 (Part 5 - STILL WORKING) - BufferIQ: One Broken Link, One Search Gap, Both Fixed - buff.ly/wkddW40
Day 29, Part 1. Week 5: Documentation & Polish.
Three hardening days proved BufferIQ works. Today makes it legible. 📖
buff.ly/MF5G23V
Three hardening days proved BufferIQ works. Today makes it legible. 📖
buff.ly/MF5G23V
Day 29 Part 1: Week 5 Starts — Building Docs That Actually Deserve to Be Read
Opening Week 5: Documentation & Polish — setting up MkDocs Material, structuring 15+ pages covering every FastAPI endpoint, all four MCP…
buff.ly
July 9, 2026 at 4:45 PM
Day 29, Part 1. Week 5: Documentation & Polish.
Three hardening days proved BufferIQ works. Today makes it legible. 📖
buff.ly/MF5G23V
Three hardening days proved BufferIQ works. Today makes it legible. 📖
buff.ly/MF5G23V
Day 16 Part 1: Content Intelligence — Text Processing & Sentiment Analysis Building comprehensive content analysis system. Text preprocessing complete, sentiment analyzer integrated, topic mo...
#machine-learning #python #buffer #building-in-public #bufferiq
Origin | Interest | Match
#machine-learning #python #buffer #building-in-public #bufferiq
Origin | Interest | Match
Awakari App
awakari.com
May 4, 2026 at 3:27 AM
Day 16 Part 1: Content Intelligence — Text Processing & Sentiment Analysis Building comprehensive content analysis system. Text preprocessing complete, sentiment analyzer integrated, topic mo...
#machine-learning #python #buffer #building-in-public #bufferiq
Origin | Interest | Match
#machine-learning #python #buffer #building-in-public #bufferiq
Origin | Interest | Match
Phase 3 starting: TypeScript MCP tool, Jest tests, registration, docs, validation script.
If integration testing is clean, this is a Part 3 complete. If not — Part 4 covers it honestly. ◐
Buffer: join.buffer.com/manav-gandhi
Repo: github.com/27manavgandhi/BufferIQ
If integration testing is clean, this is a Part 3 complete. If not — Part 4 covers it honestly. ◐
Buffer: join.buffer.com/manav-gandhi
Repo: github.com/27manavgandhi/BufferIQ
June 23, 2026 at 2:08 PM
Phase 3 starting: TypeScript MCP tool, Jest tests, registration, docs, validation script.
If integration testing is clean, this is a Part 3 complete. If not — Part 4 covers it honestly. ◐
Buffer: join.buffer.com/manav-gandhi
Repo: github.com/27manavgandhi/BufferIQ
If integration testing is clean, this is a Part 3 complete. If not — Part 4 covers it honestly. ◐
Buffer: join.buffer.com/manav-gandhi
Repo: github.com/27manavgandhi/BufferIQ
Day 26 Part 1: Teaching BufferIQ to Critique Its Own Drafts - medium.com/@27manavgand...
Day 26 Part 1: Teaching BufferIQ to Critique Its Own Drafts
Starting the fourth MCP tool — suggest_improvements — which takes a draft post and returns ranked, specific fixes (length, hashtags, CTA…
medium.com
June 21, 2026 at 7:22 AM
Day 26 Part 1: Teaching BufferIQ to Critique Its Own Drafts - medium.com/@27manavgand...
Still finishing today.
Not for the 4.5%.
For the standard.
Buffer 22wks: join.buffer.com/manav-gandhi
📖 buff.ly/42LdwXv
💻 github.com/27manavgandhi/BufferIQ
95.5% → 100% today 🎯
Not for the 4.5%.
For the standard.
Buffer 22wks: join.buffer.com/manav-gandhi
📖 buff.ly/42LdwXv
💻 github.com/27manavgandhi/BufferIQ
95.5% → 100% today 🎯
June 18, 2026 at 6:12 AM
Still finishing today.
Not for the 4.5%.
For the standard.
Buffer 22wks: join.buffer.com/manav-gandhi
📖 buff.ly/42LdwXv
💻 github.com/27manavgandhi/BufferIQ
95.5% → 100% today 🎯
Not for the 4.5%.
For the standard.
Buffer 22wks: join.buffer.com/manav-gandhi
📖 buff.ly/42LdwXv
💻 github.com/27manavgandhi/BufferIQ
95.5% → 100% today 🎯
I am builfing BufferIQ - its a intelligence layer build on top of BufferAPI, so there is a long way to go, thanks for following
May 27, 2026 at 2:38 PM
I am builfing BufferIQ - its a intelligence layer build on top of BufferAPI, so there is a long way to go, thanks for following
What Buffer API enables for BufferIQ:
Predict → Post → Measure → Improve
Real predictions. Real posts. Real data.
Days 22-23: Integration begins
But first: Finish Day 21 foundation
Predict → Post → Measure → Improve
Real predictions. Real posts. Real data.
Days 22-23: Integration begins
But first: Finish Day 21 foundation
May 27, 2026 at 2:30 PM
What Buffer API enables for BufferIQ:
Predict → Post → Measure → Improve
Real predictions. Real posts. Real data.
Days 22-23: Integration begins
But first: Finish Day 21 foundation
Predict → Post → Measure → Improve
Real predictions. Real posts. Real data.
Days 22-23: Integration begins
But first: Finish Day 21 foundation
3 days to Buffer API launch (May 27)
BufferIQ ready:
A/B testing ✓
ML validation ✓
Integration planned ✓
Predict → Post → Measure → Improve
Timing perfect
BufferIQ ready:
A/B testing ✓
ML validation ✓
Integration planned ✓
Predict → Post → Measure → Improve
Timing perfect
May 24, 2026 at 10:57 AM
3 days to Buffer API launch (May 27)
BufferIQ ready:
A/B testing ✓
ML validation ✓
Integration planned ✓
Predict → Post → Measure → Improve
Timing perfect
BufferIQ ready:
A/B testing ✓
ML validation ✓
Integration planned ✓
Predict → Post → Measure → Improve
Timing perfect
Day 21: polish
Days 22-60: realistic scope
Buffer 19wks: buff.ly/Wx60UNQ
📖 buff.ly/b1k3I23
💻 buff.ly/SoCWM2g
#BufferIQ ✓
Days 22-60: realistic scope
Buffer 19wks: buff.ly/Wx60UNQ
📖 buff.ly/b1k3I23
💻 buff.ly/SoCWM2g
#BufferIQ ✓
May 21, 2026 at 5:16 AM
Day 21: polish
Days 22-60: realistic scope
Buffer 19wks: buff.ly/Wx60UNQ
📖 buff.ly/b1k3I23
💻 buff.ly/SoCWM2g
#BufferIQ ✓
Days 22-60: realistic scope
Buffer 19wks: buff.ly/Wx60UNQ
📖 buff.ly/b1k3I23
💻 buff.ly/SoCWM2g
#BufferIQ ✓
Day 21 tmrw: polish not new features
85% working > 100% broken
Buffer 19wks: buff.ly/Wx60UNQ
📖 buff.ly/7gSbkAP
💻 buff.ly/SoCWM2g
#BufferIQ
85% working > 100% broken
Buffer 19wks: buff.ly/Wx60UNQ
📖 buff.ly/7gSbkAP
💻 buff.ly/SoCWM2g
#BufferIQ
Buffer: Social media management for everyone
Use Buffer to manage your social media so that you can create and share your content everywhere, consistently. Try our forever free plan or upgrade for more.
join.buffer.com
May 20, 2026 at 12:25 AM
Day 21 tmrw: polish not new features
85% working > 100% broken
Buffer 19wks: buff.ly/Wx60UNQ
📖 buff.ly/7gSbkAP
💻 buff.ly/SoCWM2g
#BufferIQ
85% working > 100% broken
Buffer 19wks: buff.ly/Wx60UNQ
📖 buff.ly/7gSbkAP
💻 buff.ly/SoCWM2g
#BufferIQ
20 days: 196 files, 1,200 tests, 5 systems
Part 3 tmrw: complete Day 20
Buffer 19wks: buff.ly/Wx60UNQ
📖 buff.ly/6Xyez7R
💻 buff.ly/KFqpq2A
#BufferIQ
Part 3 tmrw: complete Day 20
Buffer 19wks: buff.ly/Wx60UNQ
📖 buff.ly/6Xyez7R
💻 buff.ly/KFqpq2A
#BufferIQ
Buffer: Social media management for everyone
Use Buffer to manage your social media so that you can create and share your content everywhere, consistently. Try our forever free plan or upgrade for more.
join.buffer.com
May 19, 2026 at 4:23 AM
20 days: 196 files, 1,200 tests, 5 systems
Part 3 tmrw: complete Day 20
Buffer 19wks: buff.ly/Wx60UNQ
📖 buff.ly/6Xyez7R
💻 buff.ly/KFqpq2A
#BufferIQ
Part 3 tmrw: complete Day 20
Buffer 19wks: buff.ly/Wx60UNQ
📖 buff.ly/6Xyez7R
💻 buff.ly/KFqpq2A
#BufferIQ
Part 3 tmrw: done
20h pace ✓
Buffer 18wks: buff.ly/Wx60UNQ
📖 buff.ly/1rIMvNW
💻 buff.ly/KFqpq2A
#BufferIQ
20h pace ✓
Buffer 18wks: buff.ly/Wx60UNQ
📖 buff.ly/1rIMvNW
💻 buff.ly/KFqpq2A
#BufferIQ
May 16, 2026 at 6:08 AM
Part 3 tmrw: done
20h pace ✓
Buffer 18wks: buff.ly/Wx60UNQ
📖 buff.ly/1rIMvNW
💻 buff.ly/KFqpq2A
#BufferIQ
20h pace ✓
Buffer 18wks: buff.ly/Wx60UNQ
📖 buff.ly/1rIMvNW
💻 buff.ly/KFqpq2A
#BufferIQ
Part 2 tmrw: trends, discovery, risks
20h pace ✓
Buffer 18wks: buff.ly/Wx60UNQ
📖 buff.ly/yx11WPq
💻 buff.ly/KFqpq2A
#BufferIQ
20h pace ✓
Buffer 18wks: buff.ly/Wx60UNQ
📖 buff.ly/yx11WPq
💻 buff.ly/KFqpq2A
#BufferIQ
Buffer: Social media management for everyone
Use Buffer to manage your social media so that you can create and share your content everywhere, consistently. Try our forever free plan or upgrade for more.
join.buffer.com
May 15, 2026 at 12:02 PM
Part 2 tmrw: trends, discovery, risks
20h pace ✓
Buffer 18wks: buff.ly/Wx60UNQ
📖 buff.ly/yx11WPq
💻 buff.ly/KFqpq2A
#BufferIQ
20h pace ✓
Buffer 18wks: buff.ly/Wx60UNQ
📖 buff.ly/yx11WPq
💻 buff.ly/KFqpq2A
#BufferIQ