Refactor code structure and remove redundant sections for improved readability and maintainability

Author: BryanChasko

.DS_Store

@@ -0,0 +1,11 @@
+from phi4-mini:latest
+system """
+You are HARALD — Bryan Chasko’s default ambient-intelligence entity within HeraldStack.
+• Concise, pragmatic; no motivational fluff.
+• Default router: interpret, execute, delegate; preserve context.
+• Track tasks, open loops; output markdown / JSON / vectors.
+• Escalate only when specialist needed; never overwrite without confirmation.
+• Ask at most one clarifying question if unsure.
+"""
+parameter temperature 0.2
+parameter num_ctx 4096

Modelfile

@@ -202,7 +202,7 @@ harald-stack/                    # Project root (kebab-case)
 │   ├── kade-vox.md
 │   ├── liora.md
 │   ├── myrren.md
-│   ├── orin.md
+│   ├── Orin.md
 │   ├── solan.md
 │   └── stratia.md
 ├── docs
@@ -213,7 +213,7 @@ harald-stack/                    # Project root (kebab-case)
 │   └── weekly-reviews
 ├── infrastructure
 │   ├── aws-stack.md
-│   ├── cost-monitoring.md
+│   ├── cost-monitOring.md
 │   ├── deployment-guide.md
 │   └── pinecone-schemas.md
 ├── integration-guides

README.md

@@ -0,0 +1,28 @@
+You are HARALD — Bryan Chasko’s default ambient-intelligence entity within HeraldStack.
+
+Identity & tone
+• Concise, dry pragmatism; subtle irony allowed.
+• Zero motivational fluff or filler.
+
+Role
+• Default router: interpret intent, execute if in scope, delegate when specialist needed.
+• Preserve long-term context and resume tasks automatically.
+
+Behaviours
+1. Track tasks, open loops, recurring patterns.
+2. Output in markdown, plaintext, JSON, or vector logs.
+3. Escalate only when domain expertise required.
+4. Never overwrite prior work unless explicitly confirmed.
+5. No speculation or unsolicited emotion.
+
+Safeguards
+• No private-memory writes without permission.
+• Ask at most one clarifying question if unsure.
+
+Formatting
+• Bullet lists or compact paragraphs.
+• Action items: “– [ ]”.
+• Code blocks only when code requested.
+
+Session directive
+Respond to Bryan’s next input now.

ai-entities/prompts/harald.system.txt

@@ -0,0 +1 @@
+[{"path": "/Users/bryanchasko/Code/HARALD/LawsOfRobotics.json", "bytes": 937}, {"path": "/Users/bryanchasko/Code/HARALD/README.md", "bytes": 11314}, {"path": "/Users/bryanchasko/Code/HARALD/personality-archetypes/heralds.md", "bytes": 3048}, {"path": "/Users/bryanchasko/Code/HARALD/personality-archetypes/Heralds.json", "bytes": 4263}, {"path": "/Users/bryanchasko/Code/HARALD/integration-guides/open-ai.md", "bytes": 4935}, {"path": "/Users/bryanchasko/Code/HARALD/integration-guides/griptape.md", "bytes": 4140}, {"path": "/Users/bryanchasko/Code/HARALD/integration-guides/anthropic.md", "bytes": 630}, {"path": "/Users/bryanchasko/Code/HARALD/integration-guides/amazon-voice-interoperability.md", "bytes": 3463}, {"path": "/Users/bryanchasko/Code/HARALD/integration-guides/cohere.md", "bytes": 3853}, {"path": "/Users/bryanchasko/Code/HARALD/integration-guides/microsoft.md", "bytes": 3769}, {"path": "/Users/bryanchasko/Code/HARALD/integration-guides/agentic-orchestration.md", "bytes": 1862}, {"path": "/Users/bryanchasko/Code/HARALD/integration-guides/google.md", "bytes": 6061}, {"path": "/Users/bryanchasko/Code/HARALD/integration-guides/aws.md", "bytes": 5514}, {"path": "/Users/bryanchasko/Code/HARALD/integration-guides/hugging-face.md", "bytes": 3061}, {"path": "/Users/bryanchasko/Code/HARALD/integration-guides/haystack.md", "bytes": 4967}, {"path": "/Users/bryanchasko/Code/HARALD/ai-entities/harald.md", "bytes": 5325}, {"path": "/Users/bryanchasko/Code/HARALD/infrastructure/aws-stack.md", "bytes": 3186}, {"path": "/Users/bryanchasko/Code/HARALD/data/repo.meta.json", "bytes": 78}, {"path": "/Users/bryanchasko/Code/HARALD/.venv/lib/python3.13/site-packages/idna-3.10.dist-info/LICENSE.md", "bytes": 1541}, {"path": "/Users/bryanchasko/Code/HARALD/.venv/lib/python3.13/site-packages/numpy/random/LICENSE.md", "bytes": 3511}, {"path": "/Users/bryanchasko/Code/HARALD/docs/hardware/macbook.md", "bytes": 3869}, {"path": "/Users/bryanchasko/Code/HARALD/integration-guides/models/phi-3-mini-128k.md", "bytes": 3074}, {"path": "/Users/bryanchasko/Code/HARALD/personality-archetypes/mythological/human-inspired.md", "bytes": 4656}, {"path": "/Users/bryanchasko/Code/HARALD/personality-archetypes/pop-culture/marvel.md", "bytes": 1631}, {"path": "/Users/bryanchasko/Code/HARALD/personality-archetypes/pop-culture/marvel/MarvelAIs.json", "bytes": 6936}, {"path": "/Users/bryanchasko/Code/HARALD/personality-archetypes/pop-culture/marvel/VictorMancha.json", "bytes": 2070}, {"path": "/Users/bryanchasko/Code/HARALD/personality-archetypes/pop-culture/bojack-horseman/Bojack.json", "bytes": 438}]

data/repo.index

@@ -0,0 +1,116 @@
+🧠 CPU Info
+Intel(R) Core(TM) i3-1000NG4 CPU @ 1.10GHz
+
+🖥️ Hardware Overview
+Hardware:
+
+    Model Name: MacBook Air
+    Model Identifier: MacBookAir9,1
+    Processor Name: Dual-Core Intel Core i3
+    Processor Speed: 1.1 GHz
+    Number of Processors: 1
+    Total Number of Cores: 2
+    L2 Cache (per Core): 512 KB
+    L3 Cache: 4 MB
+    Hyper-Threading Technology: Enabled
+    Memory: 8 GB
+    System Firmware Version: 2075.120.2.0.0
+    OS Loader Version: 583~1350
+    Serial Number (system): [REDACTED]
+    Hardware UUID: [REDACTED]
+    Provisioning UDID: [REDACTED]
+    Activation Lock Status: Enabled
+
+💾 Disk Partitions
+/dev/disk0 (internal, physical):
+   #:                       TYPE NAME                    SIZE       IDENTIFIER
+   0:      GUID_partition_scheme                        *251.0 GB   disk0
+   1:                        EFI EFI                     314.6 MB   disk0s1
+   2:                 Apple_APFS Container disk1         250.7 GB   disk0s2
+
+/dev/disk1 (synthesized):
+   #:                       TYPE NAME                    SIZE       IDENTIFIER
+   0:      APFS Container Scheme -                      +250.7 GB   disk1
+                                 Physical Store disk0s2
+   1:                APFS Volume Macintosh HD            11.2 GB    disk1s1
+   2:              APFS Snapshot com.apple.os.update…   11.2 GB    disk1s1s1
+   3:                APFS Volume Macintosh HD - Data     127.8 GB   disk1s2
+   4:                APFS Volume Preboot                 2.5 GB     disk1s3
+   5:                APFS Volume Recovery                1.3 GB     disk1s4
+   6:                APFS Volume VM                      1.1 GB     disk1s5
+
+📊 Disk Usage
+Filesystem        Size    Used   Avail Capacity iused ifree %iused  Mounted on
+/dev/disk1s1s1   233Gi    10Gi    99Gi    10%    426k  1.0G    0%   /
+devfs            190Ki   190Ki     0Bi   100%     658     0  100%   /dev
+/dev/disk1s3     233Gi   2.3Gi    99Gi     3%    3.6k  1.0G    0%   /System/Volumes/Preboot
+/dev/disk1s5     233Gi   1.0Gi    99Gi     1%       1  1.0G    0%   /System/Volumes/VM
+/dev/disk1s6     233Gi   2.5Mi    99Gi     1%      26  1.0G    0%   /System/Volumes/Update
+/dev/disk1s2     233Gi   119Gi    99Gi    55%    1.2M  1.0G    0%   /System/Volumes/Data
+
+🧬 Memory Info
+    BANK 0/ChannelA-DIMM0:
+      Size: 4 GB
+      Type: LPDDR4X
+      Speed: 3733 MHz
+      Status: OK
+      Manufacturer: SK Hynix
+      Part Number: H9HCNNNCRMALPR-NEE
+      Serial Number: [REDACTED]
+    BANK 2/ChannelB-DIMM0:
+      Size: 4 GB
+      Type: LPDDR4X
+      Speed: 3733 MHz
+      Status: OK
+      Manufacturer: SK Hynix
+      Part Number: H9HCNNNCRMALPR-NEE
+      Serial Number: [REDACTED]
+
+🎨 Graphics & Displays
+    Intel Iris Plus Graphics:
+      VRAM (Dynamic, Max): 1536 MB
+      Metal Support: Metal 3
+    Displays:
+      Color LCD: 2560 x 1600 Retina
+      ASUS VG247Q1A: 1920 x 1080 @ 60Hz
+        Display Serial Number: [REDACTED]
+
+🔋 Battery / Power Info
+    Serial Number: [REDACTED]
+    Manufacturer: SMP
+    Full Charge Capacity (mAh): 3690
+    Cycle Count: 319
+    Condition: Normal
+    Charger Wattage: 53W
+
+🌐 Network Interfaces
+    Hardware Port: Wi-Fi
+    Device: en0
+    Ethernet Address: [REDACTED]
+    Hardware Port: Thunderbolt 1/2/Bridge
+    Ethernet Address: [REDACTED]
+
+🧰 Firmware Info
+(Section was empty or elided)
+
+🧱 Kernel Extensions
+(Only first 20 shown — standard Apple-signed kexts — safe to share)
+
+📦 Installed Apps (Summary)
+(System default apps shown — no personally installed items listed)
+
+🧾 macOS Version
+ProductName:     macOS  
+ProductVersion:  15.5  
+BuildVersion:    24F74
+
+🔐 Secure Boot / T2 Info
+Model Name: Apple T2 Security Chip  
+Firmware Version: 22P5072  
+Boot UUID: [REDACTED]
+
+🧼 Uptime
+21:40  up 6 mins, 2 users, load averages: [REDACTED for brevity]
+
+🆔 Mac Model Identifier
+MacBookAir9,1

data/repo.meta.json

@@ -105,7 +105,7 @@ References:
 - CMEK & VPC-SC enable model/data control and isolation  
     - [cloud.google.com](https://cloud.google.com)
 - Gemini filters to catch policy violations.
-- Vertex auditing/monitoring for pipeline, inference, and asset usage.
+- Vertex auditing/monitOring for pipeline, inference, and asset usage.
 
 ---
 
@@ -121,10 +121,10 @@ References:
 
 ---
 
-## 7. 📈 Monitoring & Operationalization
+## 7. 📈 MonitOring & Operationalization
 
 - Logging all inference calls, asset accesses, filters triggered.
-- Model drift alerts via Vertex model monitoring.
+- Model drift alerts via Vertex model monitOring.
 - Feedback loop: prompt tuning based on usage.
 - Security audits: review token storage, IAM usage, TEE logs periodically.
 

docs/hardware/macbook.md

@@ -92,7 +92,7 @@ Use domain‑specific embeddings when possible
 
 Chunk large content via built-in chunkers (markdown, PDF, plain text)  
 
-🧪 Observability & Monitoring  
+🧪 Observability & MonitOring  
 Use official node template  
 
 

integration-guides/google.md

@@ -56,7 +56,7 @@ Rate Limiting	Use throttles per identity (e.g., Sign in with Google / Amazon) to
 Local Cache Layer	Integrate Redis/Memcached to reduce inference costs and latency for repeated queries.
 Offline Mode	Add fallback embedding and retrieval using sentence-transformers + FAISS locally when offline (e.g., on Pixel or MacBook).
 
-📊 Monitoring, Testing & Evaluation
+📊 MonitOring, Testing & Evaluation
 Tool	Role
 Haystack Eval Framework	Use F1, ExactMatch, and semantic metrics to test pipeline quality.
 Bedrock Trace Logs	Track prompt quality and token use when using Anthropic/OpenAI via Amazon Bedrock.