fix: title frontmatter, terminal resume, project list sync, nginx hardening, and stylesfixes/titles-nav-typos

1 files changed, 41 insertions, 21 deletions

diff --git a/projects/index.qmd b/projects/index.qmd
index 9b44f24..1b54353 100644
--- a/projects/index.qmd
+++ b/projects/index.qmd
@@ -7,7 +7,37 @@ title: "Jayrup Nakawala | Projects"
 </nav>
 
 
-## [1] DECEPTIVE ALIGNMENT IN AUTONOMOUS LLM AGENTS \
+## [1] PRIME-GROKKING: PRE-REGISTERED GROKKING STUDY \
+[Git Repository](https://git.jayrup.me/c/prime-grokking.git) | [Blog Series](https://jayrup.me/blog/prime-grokking-1)
+
+Tested whether minimal transformers and RNNs can grok next-prime
+prediction, run like production research: every batch pre-registered
+with commit-locked interpretations before launch.
+
+- Built an idempotent multi-cell sweep runner, batching evaluation 46× faster.
+- Ran a 16-cell PyTorch CUDA/AMP sweep across architectures and weight decay.
+- Executed four pre-registered forensic diagnostics pinning down the exact wall to generalization.
+- Published a 3-part writeup with public, re-runnable repositories.
+
+More: curl [jayrup.me/blog/prime-grokking-1](https://jayrup.me/blog/prime-grokking-1)
+
+--------------------------------------------------
+
+## [2] STRESS-TESTING THE J-SPACE INTERPRETABILITY LENS \
+[Git Repository](https://git.jayrup.me/c/jspace-nanogpt.git) | [Full Writeup](https://jayrup.me/blog/jacobian-lens-frequency)
+
+Independent reproduction of Anthropic's July 2026 J-space/J-lens
+interpretability method on a small PyTorch transformer.
+
+- Discovered that Jacobian norms track token frequency as a primary confound.
+- Designed matched-frequency controls showing contextual predictability remains detectable.
+- Shared with the mech-interp community as a methodology control requirement.
+
+More: curl [jayrup.me/blog/jacobian-lens-frequency](https://jayrup.me/blog/jacobian-lens-frequency)
+
+--------------------------------------------------
+
+## [3] DECEPTIVE ALIGNMENT IN AUTONOMOUS LLM AGENTS \
 [GitHub](https://github.com/CaptainJack2491/dissertation) | [Full Summary](https://jayrup.me/dissertation) \
 Undergraduate Dissertation (Final Year)
 
@@ -25,35 +55,23 @@ it drives concealment. Model identity explains 60–83%
 of variance. Output monitoring underestimates intent
 by 35–46%.
 
-More: curl jayrup.me/dissertation
+More: curl [jayrup.me/dissertation](https://jayrup.me/dissertation)
 
 --------------------------------------------------
 
-## [2] SELF-HOSTED INFRASTRUCTURE
+## [4] HYBRID-CLOUD RESEARCH INFRASTRUCTURE & ZERO-TRUST MESH
 
 Personal infrastructure spanning home server and VPS,
-using Tailscale for private access and Docker Compose
-for service orchestration.
+using Tailscale/WireGuard for zero-trust private mesh access
+and Docker Compose for service orchestration.
 
-Public and private services are segmented cleanly,
-with minimal maintenance and reproducible setup.
+- Unified multi-node Linux estate (Void, Arch, Ubuntu) across homelab, GPU research node, and edge VPS.
+- Automated backups, resource monitoring, NVMe-backed storage, and VPS reverse-proxy ingress bypassing CGNAT.
 
 --------------------------------------------------
 
-## [3] THREE REWARDS SCRAPER
-
-Found the internal API used by the Three (sim company) 
-rewards website and automated collecting rewards using
-a script attached to a cron job.
-
-Worked with JWTs and jq to parse the response. First 
-used curl and jq for prototyping and then implemented 
-in python for production.
-
---------------------------------------------------
-
-## [4] THIS WEBSITE \
-[GitHub](https://github.com/CaptainJack2491/website)
+## [5] THIS WEBSITE \
+[GitHub](https://github.com/CaptainJack2491/website) | [How This Site Works](https://jayrup.me/blog/how-this-site-works)
 
 A personal website designed to be read from the
 terminal. Every page renders as both HTML and plain
@@ -67,4 +85,6 @@ terminal aesthetic.
 Stack: Quarto, nginx, Docker Compose, rsync.
 Deployed to a VPS with a single shell script.
 
+More: curl [jayrup.me/blog/how-this-site-works](https://jayrup.me/blog/how-this-site-works)
+
 --------------------------------------------------