"Building systems with athlete discipline & engineer precision."
| Name | Rajveer "Neural" Bishnoi |
| Class | ML Engineer · Full-Stack Mage |
| Subclass | Mobile Mage · Cloud Sentinel |
| Guild | Scaler School of Technology |
| Title | President — SST Sports Club |
| Level | XIX · XP 84% to Lv. XX |
| Locus | Bengaluru, IN · UTC+05:30 |
| Status | Training a transformer · shipping FlavorAI v2.0 |
| Buffs | +5 INT (caffeine) · +2 WIS (sleep) |
ATTRIBUTES RESISTANCES
──────────── ────────────
INT ▰▰▰▰▰▰▰▰▰▱ 92 ML / Math Bug +35
STR ▰▰▰▰▰▰▰▰▱▱ 84 Backend Burnout +20
DEX ▰▰▰▰▰▰▰▰▰▱ 90 Frontend Deadline-stress +15
CON ▰▰▰▰▰▰▰▱▱▱ 76 DevOps ────────────
WIS ▰▰▰▰▰▰▰▰▱▱ 82 Open Source CSS centering −10
CHA ▰▰▰▰▰▰▰▰▰▱ 88 Leadership webpack configs −15
⚡ Flow State — Neural Overclock. Two hours of zero-meeting deep work. +50 % INT, +30 % DEX, headphones become enchanted. Cooldown 24 h, resets after VII hours of sleep. Combos with
basketball.session()→ grants Second Wind for VI hours.Quod me nutrit me destruit. — that which nourishes me also destroys me. (so put a timer on it.)
| Quest | Objective | Reward | Progress | |
|---|---|---|---|---|
| 🟢 | FlavorAI v2.0 | Multimodal recipe LLM with RAG over 1M recipes | +1500 XP · 🏆 | ▰▰▰▰▰▰▰▰▱▱ 80% |
| 🟡 | PromptShell | CLI guardrails — prompt-injection safe | +900 XP · 🛡 | ▰▰▰▰▰▰▰▱▱▱ 70% |
| 🟠 | GSSoC + SSOC '25 | Mentor + ship 25 PRs across 5 OSS projects | +1200 XP · 🎖 | ▰▰▰▰▰▰▱▱▱▱ 60% |
| 🔵 | AWS ML Specialty | Production-grade SageMaker pipelines | +800 XP · ☁ | ▰▰▰▰▰▱▱▱▱▱ 50% |
| 🟣 | DeshDarshan | Glassmorphic India travel app — Flutter | +600 XP · 🌍 | ▰▰▰▰▰▰▰▰▰▱ 92% |
| 🔴 | LeetCode 500 | 500 problems · graphs & DP arc | +2000 XP · 👑 | ▰▰▰▰▰▰▱▱▱▱ 64% |
| ⚫ | ??? | Unlocks at Lv. XX | ?? | ▱▱▱▱▱▱▱▱▱▱ ??% |
%%{init: {'theme':'base','themeVariables':{'primaryColor':'#0d1117','primaryTextColor':'#e6edf3','primaryBorderColor':'#30363d','lineColor':'#8AE6FF','fontFamily':'EB Garamond'}}}%%
graph LR
ROOT(["Rajveer.core()"])
ROOT --> AI["AI · ML"]
ROOT --> WEB["Full-Stack"]
ROOT --> SYS["Systems"]
ROOT --> CRAFT["Craft"]
AI --> A1["GenAI · LLMs"]
AI --> A2["PyTorch · TF"]
AI --> A3["RAG · Agents"]
WEB --> W1["Next.js · React"]
WEB --> W2["Spring Boot"]
WEB --> W3["Flutter"]
SYS --> S1["AWS · Docker"]
SYS --> S2["MySQL · Mongo"]
SYS --> S3["Linux · Bash"]
CRAFT --> C1["UI / UX"]
CRAFT --> C2["Motion · Glass"]
classDef glow fill:#0a2540,stroke:#8AE6FF,color:#fff,stroke-width:2px
class AI,A1,A3 glow
| Deity | Domain | Invoked when |
|---|---|---|
| 🦉 Athena — Σοφία | wisdom, strategy | designing systems · pre-PR thinking |
| 🪽 Hermes — Ταχύτης | messages, APIs | shipping anything that talks to anything |
| 🔨 Hephaestus — Τέχνη | forge, craft | refactoring with care |
| ☀ Apollo — Ἀκρίβεια | precision, music | profiling, benchmarking |
| 🏹 Artemis — Ἀγών | the hunt | bug-tracking, root-cause sessions |
| 🍇 Dionysus — Χάος | chaos, ferment | hackathons & 3am breakthroughs |
Nullius in verba. — take nobody's word for it.
The single line of math I'd tattoo if asked — scaled dot-product attention:
Quod attendis, fis. — what you attend to, you become. The Transformer agrees.
AI · ML · Data
Languages · Frameworks · Cloud
| Tier | Spell | Incantation | Lore |
|---|---|---|---|
| ⚪ | Banish | :wq |
Sends file to disk-realm. The first spell every wizard learns. |
| 🟢 | Cleanse | rm -rf node_modules && npm i |
90 % efficacy on cursed builds. |
| 🔵 | Time Reversal | git rebase -i HEAD~5 |
Rewrites the past. Personal branches only. |
| 🟣 | Phoenix Revive | kubectl rollout undo |
Resurrects the previous deployment. |
| 🟠 | Memory Wipe | torch.cuda.empty_cache() |
Frees the VRAM-realm before each batch. |
| 🔴 | Apocalypse | docker system prune -a --volumes |
Reclaims 47 GB. Use with reverence. |
| 🟡 | Forbidden | git push --force origin main |
Outlawed by guild charter. Owe the team chai. |
+ 2026-05-04 pushed feat(rag): streaming citations +127 / -44
+ 2026-05-03 merged PR #812 prompt-injection guardrails +48 / -12
- 2026-05-03 reverted 9f3a "experimental flash-attn" -201
+ 2026-05-02 shipped v0.4.0 promptshell
+ 2026-05-01 reviewed PR #15 GSSoC mentee
! 2026-05-01 triaged 3 stale issues, closed 2
+ 2026-04-30 refactor flavorai retriever — ~2× faster +89 / -176
+ 2026-04-29 irl basketball.session() → +Second Wind| Category | Time | Notes |
|---|---|---|
npm create next-app → first deploy |
04:21 | bare layout, Vercel auto |
| Cold-start to working LangChain RAG | 38:07 | OpenAI + pgvector |
| Find & fix off-by-one (binary search) | 02:14 | suspicion → diff |
| Spring Boot REST CRUD with auth | 47:30 | postman tested |
| Hackathon: idea → demo | 22:00:00 | 2nd place 🥈 |
git rebase -i recovery without reflog |
DNF | nightmare run |
| Achievement | Progress |
|---|---|
| 🌅 Aurora — push before VII a.m. for 30 days | ▰▰▰▰▰▰▰▱▱▱ 22 / 30 |
| 🌃 Vesper — push after midnight for 50 days | ▰▰▰▰▰▰▰▰▰▱ 47 / 50 |
| 🦾 Polyglot — ship in 5+ languages | ▰▰▰▰▰▰▰▰▰▰ 7 / 5 ✓ |
| 🎓 Magister — review 100 OSS PRs | ▰▰▰▰▰▰▱▱▱▱ 64 / 100 |
| 🐙 Octocat — earn all GitHub achievements | ▰▰▰▰▰▰▰▱▱▱ 7 / 10 |
| 🏀 Triple-Double — 3 PRs · 3 papers · 3 workouts in one day | ▰▰▰▰▰▰▰▰▰▰ ✓ |
| Project | Stack | Synopsis | Drop |
|---|---|---|---|
| 🍳 FlavorAI | LLM · RAG · Next.js | Multimodal recipe assistant — fridge photo → meal plan over a 1M-recipe vector index, with hallucination guardrails. | 🏆 Legendary |
| 🛡 PromptShell | CLI · Safety · Go | Safety-first agent layer — prompt-injection detection, sandboxed tool calls, secret redaction. | 🟣 Epic |
| 🔐 PG-Genie | Auth · Spring Boot · React | Drop-in OAuth + magic-link auth for student-housing platforms. Passkeys-ready. | 💎 Rare |
| 🌍 DeshDarshan | Flutter · Maps · Glass UI | Glassmorphic India-travel companion with offline-first maps and on-device LLM itineraries. | 💎 Rare |
| Experiment | Model | Dataset | Metric | State |
|---|---|---|---|---|
recipe-rag-v2 |
Gemini 1.5 + bge-large | RecipeNLG · 1.07M | nDCG@10 · 0.84 | 🟢 promoted |
shell-injector |
fine-tuned Llama-3-8B | InjectionBench-22k | F1 · 0.91 | 🟡 ablating |
court-vision |
YOLOv8 + ByteTrack | NBA-2K broadcast clips | mAP@50 · 0.78 | 🔵 training |
nl2sql-pg |
distil-codet5 | Spider + custom | EX · 0.69 | 🟠 paused |
# model card · recipe-rag-v2
base: gemini-1.5-flash + BAAI/bge-large-en-v1.5
license: apache-2.0
intended: pantry-aware recipe synthesis with citations
out-of-scope: medical / dietary-restriction advice
training:
hardware: A100 40GB × 2
steps: 14k batch: 32 (grad-acc 4)
optimizer: AdamW · cosine sched · warmup 500
loss: contrastive + retrieval-aware NLL
eval:
nDCG@10: 0.84 (+0.07 vs v1)
Recall@5: 0.79
hallucinate-rate: 2.3 %
| Companion | Role | Passive | |
|---|---|---|---|
| 🦉 | ResearchOwl | reads arXiv at 3am, summarises by 8 | +10 INT each morning |
| 🤖 | CommitBot | scopes-of-change, sane PR titles | −1 review-cycle on PRs |
| 🐉 | DeployDragon | breathes fire on flaky CI | +5 CON on prod incidents |
| 🦊 | RegexFox | crafts patterns Pearl would envy | passes the dragon test |
class Engineer extends Athlete {
readonly principles = [
"code should scale teams, not just systems",
"UI should feel inevitable",
"every PR must reduce cognitive load",
"consistency > motivation > talent",
"the best feature is the one you don't have to ship",
] as const;
daily() {
this.read(); // papers, postmortems, Marcus Aurelius
this.train(); // gym, court, models
this.ship(); // small, often, reviewed
this.mentor(); // pay it forward
}
}| Virtue (Greek · Latin) | Engineering form |
|---|---|
| φρόνησις · Prudentia | knowing when not to ship |
| ἀνδρεία · Fortitudo | the courage to delete code |
| σωφροσύνη · Temperantia | scope-control · "no" as a feature |
| δικαιοσύνη · Iustitia | crediting collaborators by name in the changelog |
AM Meditation ▰▰▰▰▰▰▰▰▰▰ 10/10 premeditatio malorum
Cold shower ▰▰▰▰▰▰▰▰▱▱ 8/10 voluntary discomfort
Evening journal ▰▰▰▰▰▰▰▱▱▱ 7/10 evening review
No-phone hour ▰▰▰▰▰▰▰▰▰▱ 9/10 attention as currency
Run / Court ▰▰▰▰▰▰▰▰▰▰ 10/10 the body is a temple
📜 Marcus Aurelius — "You have power over your mind, not outside events. Realize this, and you will find strength." (Meditations IV.7)
⚔ Sun Tzu — "Know your changes and know the codebase: you need not fear the result of a hundred PRs." (Art of War, paraphrased)
🕉 Bhagavad Gītā 2.47 — कर्मण्येवाधिकारस्ते मा फलेषु कदाचन · you have the right to your work; never to its fruits.
Daily standup haiku Tech-debt meter
───────────────────── ────────────────────────────────
deploy on Friday? [████████░░░░░░░░░░░░░░] 28%
the ancestors weep softly — paying down weekly · acceptable
ship it on Monday.
| Task | Composer · Piece | Why |
|---|---|---|
| 🧠 deep-work / training run | Bach — Goldberg Variations (Gould '81) | recursion in disguise |
| 🛠 refactoring | Beethoven — Op. 111, II. | restraint, then release |
| 🐛 bug-hunting | Schubert — Erlkönig | tension, gallop, resolution |
| ⚡ shipping at midnight | Mozart — Lacrimosa | for the deploy that knows |
| 🏀 pre-game | Hans Zimmer — Time | crescendo as warm-up |
| ☕ writing docs | Debussy — Clair de Lune | calm enough to think clearly |
best for: collabs · ML internships · open source · coffee chats with athletes who code
Hidden lore
The first thing I ever shipped was a basketball-stat tracker
written in HTML <table> tags on a borrowed laptop in class 9.
I read papers like other people read novels.
Current obsessions: "Sparks of AGI", "Attention Is All You Need",
re-reading "The Pragmatic Programmer" once a year, and
Marcus Aurelius before sleep.
The cleanest commit I've ever written was a deletion.
−127 lines, 0 added, all tests passed. Closure is a feature.
Konami code
↑ ↑ ↓ ↓ ← → ← → B A ↵
─────────────────────────────────
[ ✓ DEBUG MENU UNLOCKED ]
godmode OFF (use rarely, breaks growth)
wireframe ON (great for code review)
next-quest "ask me about court-vision over chai"
Encoded message
01000010 01010101 01001001 01001100 01000100
01001110 01001111 01010100 01001000 01001001
01001110 01000111 01000010 01010010 01000101
01000001 01001011 01010011 00100000 01001100
01001001 01001011 01000101 00100000 01010000
01010010 01001111 01000100
hint: 8 bits = 1 char · ASCII
Latin proverbs as commit messages
feat: festina lente (make haste slowly)
fix: carpe codicem (seize the codebase)
chore: ad astra per aspera (to the stars through difficulty)
docs: nullius in verba (take nobody's word for it)
refactor: amor fati (love thy diff)
revert: errare humanum est (to err is human)
built with ☕, ⌨ and a basketball nearby · powered by GitHub Actions
« Disce · Crea · Continua » — learn · build · keep going.