diff --git a/docs/experience/sonr.yml b/docs/experience/sonr.yml
index 4a8c49e..ae5aaa3 100644
--- a/docs/experience/sonr.yml
+++ b/docs/experience/sonr.yml
@@ -41,3 +41,12 @@ projects:
   - ../projects/ecosystem-devrel.yml
   - ../projects/client-sdk.yml
   - ../projects/token-economics.yml
+press:
+  - "Fast Company: 'What Web3 can learn from the Mac and the iPhone' (byline Prad Nukala, 2022-11-26)"
+evidence:
+  - fact: "Authored Fast Company op-ed 'What Web3 can learn from the Mac and the iPhone', published 2022-11-26 under byline Prad Nukala"
+    source: https://www.fastcompany.com/90814899/web3-lessons-mac-iphone
+    retrieved: 2026-07-03
+  - fact: "Medium (@prnk28, 288 followers): 'How We Authenticate Every Twitter User' (Jul 2022), 'Introducing the Venus Upgrade' (Sonr Blog, Apr 2023)"
+    source: https://medium.com/@prnk28
+    retrieved: 2026-07-03
diff --git a/docs/projects/appchain.yml b/docs/projects/appchain.yml
index b3465fa..b22a39d 100644
--- a/docs/projects/appchain.yml
+++ b/docs/projects/appchain.yml
@@ -16,3 +16,14 @@ description: |
   - Built enterprise-grade DevOps infrastructure leveraging Kubernetes (Starship), Docker, and Devbox to orchestrate multi-node testnets and local development environments, utilizing GoReleaser for automated, multi-architecture CI/CD pipelines.
   - Integrated automated legal compliance tooling directly into the blockchain CLI, generating cryptographic proofs and automated filings for Wyoming DAO LC amendments.
 associated-with: ../experience/sonr.yml
+status: active
+evidence:
+  - fact: "GitHub repo sonr-io/sonr: 642 stars, 38 forks, GPL-3.0, ~90% Go, last pushed Dec 2025"
+    source: https://github.com/sonr-io/sonr
+    retrieved: 2026-07-03
+  - fact: "prdlk is top contributor with 692 commits; next human contributor has 23"
+    source: https://api.github.com/repos/sonr-io/sonr/contributors
+    retrieved: 2026-07-03
+  - fact: "README confirms Cosmos SDK v0.50.14, CometBFT v0.38.17, IBC v8.7.0, CosmWasm v1.5.8, EVM via Evmos, IPFS storage, WebAuthn gasless onboarding, UCAN permissions, DWN vaults, Starship testnets"
+    source: https://github.com/sonr-io/sonr/blob/master/README.md
+    retrieved: 2026-07-03
diff --git a/docs/projects/beam-chat.yml b/docs/projects/beam-chat.yml
index 228ef9e..04003f1 100644
--- a/docs/projects/beam-chat.yml
+++ b/docs/projects/beam-chat.yml
@@ -14,3 +14,7 @@ description: |
   - Architected and managed a self-hosted Matrix homeserver, customizing the decentralized Matrix protocol to deliver end-to-end encrypted (E2EE), censorship-resistant messaging with self-custodied message history.
   - Engineered a passkey-based authentication layer as a drop-in replacement for the Matrix authorization server, swapping centralized email/phone login for WebAuthn passkey wallets and Sonr Decentralized Identifiers (DIDs) to enable passwordless, self-sovereign onboarding and cryptographic key exchange.
   - Abstracted decentralized routing and cryptographic key management behind a Web2-grade chat UX, guiding frontend and product teams to deliver a frictionless messaging experience over fully decentralized identity and transport infrastructure.
+evidence:
+  - fact: "Public demo video 'Beam Demo' on the Sonr YouTube channel, described as 'July 2022 - Beam Beta Demo'"
+    source: https://www.youtube.com/watch?v=plaYwlGl4NM
+    retrieved: 2026-07-03
diff --git a/docs/projects/cryptography-library.yml b/docs/projects/cryptography-library.yml
index 9d18a35..3fe65fa 100644
--- a/docs/projects/cryptography-library.yml
+++ b/docs/projects/cryptography-library.yml
@@ -6,10 +6,20 @@ associated-with: ../experience/sonr.yml
 skills:
   - Go
   - Security Testing
-  - Quantum Computing
   - Cryptography
 description: |
   - Implemented advanced Zero-Knowledge Proof (ZKP) systems, including Bulletproofs (Range Proofs and Inner Product Proofs) and cryptographic accumulators, leveraging the Fiat-Shamir heuristic for efficient, non-interactive verification.
   - Designed Multi-Party Computation (MPC) and Distributed Key Generation (DKG) protocols, enabling decentralized infrastructure through Threshold ECDSA/Ed25519, FROST, and Gennaro signature schemes without single points of failure.
   - Engineered highly secure, constant-time elliptic curve arithmetic across multiple standards (secp256k1, Ed25519, BLS12-381, NIST P-Curves), strictly enforcing safeguards against side-channel timing attacks, signature malleability, and nonce reuse.
   - Hardened system security by integrating AES-GCM authenticated encryption and Argon2id memory-hard key derivation, backed by an exhaustive suite of automated security tests, race-condition checks, and performance benchmarks.
+status: active
+evidence:
+  - fact: "Repo sonr-io/crypto: Apache-2.0, ~99% Go, sole contributor prdlk; releases v1.0.0/v1.0.1 Oct 2025; last pushed Jan 2026"
+    source: https://github.com/sonr-io/crypto
+    retrieved: 2026-07-03
+  - fact: "README package list includes accumulator, bulletproof, dkg, ecies, mpc, ot, paillier, sharing, signatures, tecdsa, ted25519, ucan, zkp"
+    source: https://github.com/sonr-io/crypto/blob/main/README.md
+    retrieved: 2026-07-03
+  - fact: "File tree confirms BLS12-381/BLS12-377/secp256k1/P-256/Ed25519 curve implementations, AES-GCM AEAD, Argon2 KDF, Bulletproof range and inner-product proofs"
+    source: https://github.com/sonr-io/crypto
+    retrieved: 2026-07-03
diff --git a/docs/projects/ecosystem-devrel.yml b/docs/projects/ecosystem-devrel.yml
index 42cd11a..7f6fdea 100644
--- a/docs/projects/ecosystem-devrel.yml
+++ b/docs/projects/ecosystem-devrel.yml
@@ -15,3 +15,7 @@ description: |
   - Designed and hosted hands-on technical workshops aimed at abstracting away the friction of Web3 development, successfully onboarding dozens of first-time blockchain developers to build decentralized applications (dApps) without requiring deep cryptographic expertise.
   - Provided direct architectural mentorship and SDK support (utilizing the Sonr Motor API and DID modules), enabling developers to seamlessly integrate decentralized identity, secure messaging, and token marketplaces within 48-hour constraints.
   - Fostered a thriving early-stage ecosystem that produced highly innovative dApps, including Ptolemy (an on-chain/off-chain validator reputation scoring system), Faiza (a decentralized, token-incentivized health forum), and WalkWithMe (a secure, DID-authenticated peer-to-peer transit network).
+evidence:
+  - fact: "Presented 'Building in the decentralized web with Sonr' workshop (with Michael Amoako) at ETHGlobal's HackFS 2022, run in partnership with Protocol Labs; 26-min video on ETHGlobal's channel, published 2022-07-19"
+    source: https://www.youtube.com/watch?v=zy6Xkh9Mvcs
+    retrieved: 2026-07-03
diff --git a/docs/projects/floadt.yml b/docs/projects/floadt.yml
index a22ba16..ed810ac 100644
--- a/docs/projects/floadt.yml
+++ b/docs/projects/floadt.yml
@@ -13,3 +13,7 @@ description: |
   - Engineered advanced social management features, including cross-platform scheduled publishing, feed filtering to hide specific users, and mutual-follower verification.
   - Gained deep, hands-on experience in network architecture and complex REST API integration prior to major platform policy changes that restricted third-party developer access.
 associated-with: ../experience/britetwist.yml
+evidence:
+  - fact: "Open-source iOS client (MIT): 1.86 MB Objective-C plus Swift; AFNetworking OAuth1/OAuth2 clients; asset bundles for Facebook, Google+, Instagram, LinkedIn, Twitter; active commits Jul-Sep 2015"
+    source: https://github.com/prdlk/floadt
+    retrieved: 2026-07-03
diff --git a/docs/projects/likely.yml b/docs/projects/likely.yml
index 0ae543b..b494bd5 100644
--- a/docs/projects/likely.yml
+++ b/docs/projects/likely.yml
@@ -5,12 +5,19 @@ project-url: https://github.com/prdlk/like.ly
 skills:
   - React Native
   - Machine Learning
-  - TensorFlow
+  - scikit-learn
   - Computer Vision
-  - Web Scraping
+  - REST APIs
 description: |
-  - Engineered a predictive analytics tool leveraging TensorFlow and supervised machine learning algorithms to forecast Instagram post engagement and likes.
-  - Developed an intuitive user interface by building a cross-platform mobile application and a cohesive messenger bot using React Native.
-  - Customized a web scraper to systematically aggregate public user data to train the model and optimize prediction accuracy.
-  - Integrated a Computer Vision API to analyze visual post content and extract key features for the machine learning pipeline.
+  - Engineered a predictive analytics tool leveraging scikit-learn supervised regression models (linear regression, SVR, polynomial features) to forecast Instagram post engagement and likes.
+  - Developed an intuitive user interface by building a cross-platform mobile application using React Native and Expo.
+  - Aggregated public Instagram post data via the official Instagram API with OAuth authentication to train the model and optimize prediction accuracy.
+  - Integrated the Microsoft Computer Vision API to analyze visual post content and extract key features for the machine learning pipeline.
 associated-with: ../about/education.yml
+evidence:
+  - fact: "Repo has 3 stars, 1 fork; README lists contributors Arun Kanamuru, Prad Nukala, Varun Patel; README stack: Eve REST API, MongoDB, SciKit, TensorFlow, React Native"
+    source: https://github.com/prdlk/like.ly
+    retrieved: 2026-07-03
+  - fact: "Code confirms Microsoft Computer Vision API for image-tag features and scikit-learn (LinearRegression, SVR, PolynomialFeatures) for like prediction; React Native 0.46.1 + Expo 19 app"
+    source: https://github.com/prdlk/like.ly
+    retrieved: 2026-07-03
diff --git a/docs/projects/pool.yml b/docs/projects/pool.yml
index 0e2165e..e7e802b 100644
--- a/docs/projects/pool.yml
+++ b/docs/projects/pool.yml
@@ -11,6 +11,16 @@ skills:
 description: |
   - Designed and engineered the frontend architecture for an event-sharing mobile application utilizing the Flutter framework and Dart.
   - Translated complex Dribbble UI/UX designs into fully functional programmatic widget hierarchies, implementing custom TableView cells, dynamic navigation, and animated backgrounds using the simple-animations library.
-  - Authored and published a comprehensive technical article ("A Deep Dive into Flutter") detailing the application's structural development to educate developers on cross-platform best practices.
+  - Authored and published a two-part technical series ("A Deep Dive into Flutter") in Medium's Flutter Community publication, detailing the application's structural development to educate developers on cross-platform best practices.
   - Architected a scalable, modular codebase designed to seamlessly integrate with future Node.js and MongoDB backend implementations.
 associated-with: ../about/education.yml
+evidence:
+  - fact: "Tutorial repo has 37 stars, 6 forks and is marked as a GitHub template"
+    source: https://github.com/prdlk/pool-tutorial-part-1
+    retrieved: 2026-07-03
+  - fact: "README links the Medium article 'A Deep Dive into Flutter: The 22nd Century Frontend Framework'; pubspec confirms simple_animations ^1.3.3"
+    source: https://github.com/prdlk/pool-tutorial-part-1
+    retrieved: 2026-07-03
+  - fact: "'A Deep Dive into Flutter: The 22nd Century Frontend Framework' published in Medium's Flutter Community publication on 2019-08-08 (Part 1) and 2019-09-15 (Part 2)"
+    source: https://medium.com/flutter-community/deep-dive-in-flutter-b0b827440a49
+    retrieved: 2026-07-03
diff --git a/docs/projects/spacebolt.yml b/docs/projects/spacebolt.yml
index 06d0ad6..e6b5c2b 100644
--- a/docs/projects/spacebolt.yml
+++ b/docs/projects/spacebolt.yml
@@ -13,3 +13,7 @@ description: |
   - Engineered a custom API and server-side caching system to generate, retrieve, and distribute shareable gameplay GIFs.
   - Integrated Facebook leaderboards to drive user engagement, retention, and global competition among players.
 associated-with: ../experience/britetwist.yml
+evidence:
+  - fact: "Unity project 'Space Bolt - Unity' (~5.1 MB C#); README features include Action Replay and Shareable GIF Replay"
+    source: https://github.com/prdlk/spacebolt
+    retrieved: 2026-07-03
diff --git a/docs/projects/superball.yml b/docs/projects/superball.yml
index d3a4b50..2e07039 100644
--- a/docs/projects/superball.yml
+++ b/docs/projects/superball.yml
@@ -11,3 +11,7 @@ description: |
   - Navigated the constraints of early iOS development by successfully managing memory allocation manually, prior to the introduction of built-in automated memory management.
   - Designed the complete game loop, mechanics, and user interface tailored specifically for the mobile casual gaming market.
 associated-with: ../experience/britetwist.yml
+evidence:
+  - fact: "Promo video 'Superball Promo' (1:24) uploaded by Prad Nukala to Vimeo in 2016"
+    source: https://vimeo.com/172015296
+    retrieved: 2026-07-03
diff --git a/docs/projects/swiper-no-mauling.yml b/docs/projects/swiper-no-mauling.yml
index 2f907ba..7cb44df 100644
--- a/docs/projects/swiper-no-mauling.yml
+++ b/docs/projects/swiper-no-mauling.yml
@@ -15,3 +15,10 @@ description: |
   - Integrated the Twilio API to build an automated, real-time alert system that immediately dispatches SMS notifications to farmers the moment a threat is detected.
   - Designed an architectural roadmap to transition the computationally heavy detection model to a cloud-based infrastructure, with planned expansions for wildlife researchers to track events of interest.
 associated-with: ../about/education.yml
+evidence:
+  - fact: "PennApps Spring 2019 submission per repo README; 99.6% Python; README confirms TensorFlow, YOLOv3, Twilio API stack"
+    source: https://github.com/prdlk/CV-Livestock-Protection
+    retrieved: 2026-07-03
+  - fact: "Devpost submission to PennApps XIX (project started by Prad Nukala, 2019-02-03; 3-person team); built-with tags python, tensorflow, twilio, yolov3; includes YouTube demo"
+    source: https://devpost.com/software/swiper-no-mauling
+    retrieved: 2026-07-03
diff --git a/docs/projects/timeboard.yml b/docs/projects/timeboard.yml
index 247d97f..6318d9b 100644
--- a/docs/projects/timeboard.yml
+++ b/docs/projects/timeboard.yml
@@ -12,3 +12,13 @@ description: |
   - Implemented a "time machine" versioning system, enabling users to step through and view saved virtual frames in real-time.
   - Provided a scalable solution for teams and students to archive architectural diagrams and course notes for future collaborative editing.
 associated-with: ../about/education.yml
+evidence:
+  - fact: "Repo has 14 stars; contributors API shows prdlk tied for most contributions (41 commits); README lists Prad Nukala under Contributors and Maintainers"
+    source: https://github.com/anthonyanader/timeboARd
+    retrieved: 2026-07-03
+  - fact: "README confirms HackHarvard 2017, ARKit + Firebase/GCP + Facebook Login stack, custom vertical-plane detection (unsupported by ARKit at the time); links Devpost submission and YouTube demo"
+    source: https://github.com/anthonyanader/timeboARd
+    retrieved: 2026-07-03
+  - fact: "Devpost submission to HackHarvard 2017, tagline 'We're Git for brainstorming through the use of AR'; stated role: 'I worked with implementing ARKit within the iOS Application, also helped cleanup some front-end code'; includes YouTube demo"
+    source: https://devpost.com/software/timeboard
+    retrieved: 2026-07-03
diff --git a/docs/projects/voluntree.yml b/docs/projects/voluntree.yml
index d46e091..6700ec9 100644
--- a/docs/projects/voluntree.yml
+++ b/docs/projects/voluntree.yml
@@ -13,3 +13,7 @@ description: |
   - Built an organizational portal allowing local non-profits to post updates and connect directly with the student volunteer community.
   - Implemented an export feature allowing students to seamlessly transfer verified hours to their schools for academic credit.
 associated-with: ../experience/britetwist.yml
+evidence:
+  - fact: "Repo 'Volunteer Hour Tracking': 3.67 MB Objective-C iOS codebase"
+    source: https://github.com/prdlk/voluntree
+    retrieved: 2026-07-03
diff --git a/docs/projects/yue.yml b/docs/projects/yue.yml
index 1205372..5efe55d 100644
--- a/docs/projects/yue.yml
+++ b/docs/projects/yue.yml
@@ -8,8 +8,21 @@ skills:
   - Cross-Platform Development
   - Game Design
 description: |
-  - Developed and published a fully functional, low-poly 3D space adventure game to both iOS and Android platforms in under 26 hours.
+  - Developed and published a fully functional, low-poly 3D space adventure game to both iOS and Android platforms in 26 hours.
   - Engineered a custom algorithm for procedural generation, ensuring unique 3D planet environments for every individual game session.
   - Designed an in-app economy and digital storefront allowing users to exchange earned currency for game assets.
   - Authored two technical articles detailing the game's rapid development process, accumulating over 40,000 reads.
 associated-with: ../experience/britetwist.yml
+evidence:
+  - fact: "16 release tags (v0.9.0-v1.1); v1.0.3 (2018-11-07) and v1.1 (2019-01-13) each ship both an Android APK and an iOS IPA"
+    source: https://github.com/prdlk/yue/releases
+    retrieved: 2026-07-03
+  - fact: "Built with Unity 2018.1.3f1; v1.1 changelog lists Procedural Planet Spawn and In Game Currency; README references BriteTwist provisioning profile for iOS publishing"
+    source: https://github.com/prdlk/yue
+    retrieved: 2026-07-03
+  - fact: "Wiki contains draft article 'How I made an MVP in 24 Hours' stating 'the final total time spent was 26 hours'"
+    source: https://github.com/prdlk/Yue/wiki/Article:-24Hr-MVP
+    retrieved: 2026-07-03
+  - fact: "Article 'How I Made My Minimum Amazing Product In A Day' published in The Startup on Medium, 2018-03-30, subtitled 'After spending 17 months on my first Unity3D project, I decided it was time to do it all over again… This time in 24 Hours'"
+    source: https://medium.com/swlh/map-day-84dd2fe11b1a
+    retrieved: 2026-07-03