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I architect backend systems, distributed infrastructure, and high-performance engines.

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Securing Agents

A systematic security and red-teaming investigation into adversarial jailbreaks, prompt injection, and sandbox escape vectors across autonomous AI agent architectures. Targeting robust multi-agent orchestration frameworks.

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Building backend systems that demand high concurrency, deterministic security, and fault tolerance? That is the work I do.

Email Me

Ayodhya, India · maverickswatantra@gmail.com

Aegis Production IAM & Security Enterprise-grade IAM portal with OAuth 2.0, RBAC, MFA, Redis session caching, token rate limiting, and PostgreSQL audit logging.

Vision Autonomous Media Verification Autonomous AI computer vision platform delivering tamper-proof media verification, environmental monitoring, and sustainability evidence.

EloNode Percentile Rating Engine Coding contest platform calculating beaten-participant percentiles with transparent performance ratings and dynamic rank formula adjustments.

Go IaC Engine Cloud Infrastructure Engine High-performance Infrastructure as Code engine built in Go (Gin) for programmatic AWS resource provisioning, remote state locking, and REST-driven orchestration.

Open source

Merged!

72 merged · 8 repositories · 5 organisations

Ordered by the name
you would recognise,
not by the date.

tip!Expand an organisation for its pull requests

Apache NuttXTwenty-eight merged pull requests across Apache NuttX RTOS kernel, networking TCP timer concurrency, ESP32 SMP spinlocks, STM32 HAL drivers, and Apache Fory serialization.
Cloud Native & SystemsContributions across CNCF KEDA for Kubernetes autoscaling transport, REA for reverse-engineering evidence pipelines, Laya for low-latency router query gating, and Hugging Face.

37
merged
pull requests
3 closed issues I opened
- #20981
- #20973
- #20787
- #20773
- #20770
- #20769
- #20765
- #20682
- #20677
- #20642
- #20641
- #20624
- #20623
- #20605
- #20603
- #20586
- #20580
- #20578
- #20514
- #20513
- #20493
- #20472
- #3862
- #3861
- #3856
- #3833
- #3809
- #194
- #193
- #191
- #4161
- PR #20773Arch/arm: remove undefined CONFIG_SPI_DMAPRIO references
  Merged pull request #20773 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20773 on Apache nuttx
- PR #20770Arch/espressif: add stdatomic.h shim for ATOMIC_VAR_INIT
  Merged pull request #20770 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20770 on Apache nuttx
- PR #20769issue I openedArch/xtensa/esp32: fix double spinlock unlock in esp32_txint
  Merged pull request #20769 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20769 on Apache nuttx
- PR #20765Include/limits.h: decouple _POSIX_* invariant constants from Kconfig
  Merged pull request #20765 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20765 on Apache nuttx
- PR #20682Libs/libm: support 128-bit quad-precision and universal fallback in truncl
  Merged pull request #20682 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20682 on Apache nuttx
- PR #20677AVR DA/DB: fix for build failure and other smaller fixes
  Submitted on behalf of Kerogit <kr.git@kerogit.eu> per the patch series and discussion on dev@nuttx.apache.org.
  Open PR #20677 on Apache nuttx
- PR #20642issue I openedArch/arm/stm32: fix invalid device pointer in adc_sampletime_cfg
  Merged pull request #20642 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20642 on Apache nuttx
- PR #20641issue I openedNet/tcp: fix use-after-free race and nullptr dereference in tcp_timer
  Merged pull request #20641 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20641 on Apache nuttx
- PR #20624Docs/freedom-k64f: Migrate README.txt to RST
  Merged pull request #20624 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20624 on Apache nuttx
- PR #20623Docs/teensy-3.x: Migrate README.txt to RST
  Merged pull request #20623 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20623 on Apache nuttx
- PR #20605Docs/arduino-m0: Migrate README.txt to RST
  Merged pull request #20605 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20605 on Apache nuttx
- PR #20603Docs/at32f437-mini: Migrate README.txt to RST
  Merged pull request #20603 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20603 on Apache nuttx
- PR #20586Documentation/netutils: add comprehensive guide for telnetd
  Merged pull request #20586 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20586 on Apache nuttx
- PR #20580Enable ccache persistence across CI workflow runs
  Merged pull request #20580 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20580 on Apache nuttx
- PR #20578Documentation/netutils: add comprehensive guide for netinit
  Merged pull request #20578 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20578 on Apache nuttx
- PR #20514Documentation/netutils: add comprehensive guide for ftpd
  Merged pull request #20514 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20514 on Apache nuttx
- PR #20513Documentation/netutils: add comprehensive guide for dhcpc
  Merged pull request #20513 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20513 on Apache nuttx
- PR #20493Documentation/netutils: add comprehensive guide for tftpc
  Merged pull request #20493 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20493 on Apache nuttx
- PR #20472Documentation/netutils: add comprehensive guide for webclient
  Merged pull request #20472 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #20472 on Apache nuttx
- PR #3862Games/nxdoom: add CMake build support
  Merged pull request #3862 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #3862 on Apache nuttx
- PR #3861Games: add CMake build support for snake, brickmatch, and match4
  Merged pull request #3861 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #3861 on Apache nuttx
- PR #3856Database/sqlite: add CMake build support
  Merged pull request #3856 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #3856 on Apache nuttx
- PR #3833Tools/check-hash: enhance hash validation and integrate with Make.defs, LVGL, and zlib
  Merged pull request #3833 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #3833 on Apache nuttx
- PR #3809Testing/ostest: shrink default round-robin getprime test duration
  Merged pull request #3809 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #3809 on Apache nuttx
- PR #194Split website build and documentation build into separate jobs
  Merged pull request #194 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #194 on Apache nuttx
- PR #193Build only affected documentation and preserve historical releases
  Merged pull request #193 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #193 on Apache nuttx
- PR #191Download.md: append ?action=download to archive download links
  Merged pull request #191 to Apache nuttx. Resolved upstream defect/feature with verified conformance testing.
  Open PR #191 on Apache nuttx
- PR #4161Enforce registration freeze after first root serialize/deserialize operation
  Merged pull request #4161 to Apache fory. Resolved upstream defect/feature with verified conformance testing.
  Open PR #4161 on Apache fory
2
merged
pull requests
1 closed an issue I opened
- #8228
- #1886
- PR #8228issue I openedPrometheus Scaler: Refactor AWS SigV4 transport initialization
  In `pkg/scalers/prometheus_scaler.go`, simplifies the AWS SigV4 HTTP client transport configuration in `NewPrometheusScaler`. The `err != nil` condition already handles error logging and returns early, making the subsequent `err == nil` che.
  Open PR #8228 on CNCF keda
- PR #1886Cron Scaler: Clarify time window semantics and suggest CronJobs
  In `content/docs/2.21/scalers/cron.md` and `content/docs/2.22/scalers/cron.md`, clarifies that the Cron scaler defines an active time window during which target workloads remain scaled rather than executing recurring tasks. Suggests using Kubernetes native CronJobs or KEDA ScaledJobs for periodic workloads.
  Open PR #1886 on CNCF keda-docs
26
merged
pull requests
4 closed issues I opened
- #1286
- #1201
- #1165
- #1153
- #1117
- #967
- #962
- #931
- #912
- #908
- #902
- #900
- #883
- #882
- #810
- #761
- #723
- #684
- #676
- #648
- #644
- #618
- #566
- #563
- #499
- #492
- PR #1286Preserve label text when renaming options without descriptions (#1285)
  Merged pull request #1286 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #1286 on Laya laya
- PR #1201issue I openedValidate questions in predict before checkpoint load (#707)
  Merged pull request #1201 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #1201 on Laya laya
- PR #1165Validate state is not None in route_batch before model load (#707)
  Merged pull request #1165 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #1165 on Laya laya
- PR #1153Clear stale low_confidence marker at min_confidence 0.0 (#910)
  Merged pull request #1153 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #1153 on Laya laya
- PR #1117issue I openedPort cached embedder to TypeScript SDK
  Merged pull request #1117 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #1117 on Laya laya
- PR #967Add --eval, abstention threshold fitting, and before/after train_report.json (#887)
  Resolves #887 (Phase 3). Follows up on #931.
  Open PR #967 on Laya laya
- PR #962Ignore false positive sha256 checksums in gitleaks (#961)
  # Security CI Incident Analysis: Gitleaks False Positive on Benchmark Artifacts.
  Open PR #962 on Laya laya
- PR #931Add laya-train CLI and CSV/expected dataset loaders (#887)
  Merged pull request #931 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #931 on Laya laya
- PR #912Accept and compose per-call hooks in predict_batch and route_batch (#909)
  Merged pull request #912 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #912 on Laya laya
- PR #908 feat(hooks): add OptionStabilityHook for metamorphic reliability signal (#635)
  Merged pull request #908 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #908 on Laya laya
- PR #902Port histogram-binning recalibration to laya-ts
  Merged pull request #902 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #902 on Laya laya
- PR #900Port per-bucket minConfidence map to on-device engine
  # feat(ts): port per-bucket minConfidence map to on-device engine.
  Open PR #900 on Laya laya
- PR #883Reject non-finite hooks_timeout and enforce in API contract
  Merged pull request #883 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #883 on Laya laya
- PR #882Accept sequences in hooks_installed and enforce in API contract
  Merged pull request #882 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #882 on Laya laya
- PR #810issue I openedSynchronize GPU OOM fallback to protect concurrent in-flight inference (#649)
  Merged pull request #810 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #810 on Laya laya
- PR #761Add SECURITY.md vulnerability reporting policy (#740)
  Merged pull request #761 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #761 on Laya laya
- PR #723Per-checkpoint SHA-256 artifact verification in Router
  Merged pull request #723 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #723 on Laya laya
- PR #684Add production use cases and architectural patterns (#675)
  Merged pull request #684 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #684 on Laya laya
- PR #676Honour score minimum in structured projection (#663)
  Merged pull request #676 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #676 on Laya laya
- PR #648Validate questions and reject null state before serialization (#607, #608)
  Merged pull request #648 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #648 on Laya laya
- PR #644Port confidence-based abstention gating on answer_confidence (#361)
  Merged pull request #644 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #644 on Laya laya
- PR #618Run missing test suites in CI and guard against test omission (#399)
  Merged pull request #618 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #618 on Laya laya
- PR #566Forward and validate per-request token budget overrides (…
  Merged pull request #566 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #566 on Laya laya
- PR #563Add automated npm release workflow with provenance (#288)
  Merged pull request #563 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #563 on Laya laya
- PR #499Stringify score legend values and document serve choice limi…
  Merged pull request #499 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #499 on Laya laya
- PR #492Port mixed-segment detection from Python analyse() (#384)
  Merged pull request #492 to Laya laya. Resolved upstream defect/feature with verified conformance testing.
  Open PR #492 on Laya laya
3
merged
pull requests
- #4174
- #4065
- #3639
- PR #4174issue I openedAdmit investigation tools into session lifecycle (#4002)
  Admit investigation tools into active session supervision lifecycle to ensure tools register before consumer capability queries.
  Open PR #4174 on morluto rea
- PR #4065Retain selected freshness requirement in comparison Evidence parameters
  Preserved selected evidence freshness requirement through process comparison evidence parameters without dropping freshness bounds.
  Open PR #4065 on morluto rea
- PR #3639Preserve overridden runner variables and test isolation on Windows
  Preserved runner environment variables on Windows platform, ensuring test isolation across clean run directories.
  Open PR #3639 on morluto rea
1
pull
request
- #34215
- PR #34215in reviewMulti-modal inference cache and streaming pipeline bounds
  Optimization for multi-modal generation pipeline memory consumption during concurrent batch evaluations across transformer checkpoints.
  Open on Hugging Face

Securing Agents

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